Command line
python /home/saxelrod/Repo/projects/chemprop/chemprop/train.py --config_path /home/saxelrod/chemprop_cov_2_gen/models/cp_prc/config.json --data_path /home/saxelrod/rgb_nfs/dsets/cov_2_gen/csv/train_full.csv --dataset_type classification
Args
{'activation': 'ReLU',
 'aggregation': 'mean',
 'aggregation_norm': 100,
 'atom_descriptors': None,
 'atom_descriptors_path': None,
 'atom_descriptors_size': 0,
 'atom_features_size': 0,
 'atom_messages': False,
 'batch_size': 50,
 'bias': False,
 'cache_cutoff': 10000,
 'checkpoint_dir': None,
 'checkpoint_path': None,
 'checkpoint_paths': None,
 'class_balance': True,
 'config_path': '/home/saxelrod/chemprop_cov_2_gen/models/cp_prc/config.json',
 'crossval_index_dir': None,
 'crossval_index_file': None,
 'crossval_index_sets': None,
 'cuda': True,
 'data_path': '/home/saxelrod/rgb_nfs/dsets/cov_2_gen/csv/train_full.csv',
 'dataset_type': 'classification',
 'depth': 5,
 'device': device(type='cuda', index=2),
 'dropout': 0.30000000000000004,
 'ensemble_size': 1,
 'epochs': 2000,
 'extra_metrics': [],
 'features_generator': None,
 'features_only': False,
 'features_path': None,
 'features_scaling': False,
 'features_size': None,
 'ffn_hidden_size': 2000,
 'ffn_num_layers': 3,
 'final_lr': 0.0001,
 'folds_file': None,
 'gpu': 2,
 'grad_clip': None,
 'hidden_size': 2000,
 'ignore_columns': None,
 'init_lr': 0.0001,
 'log_frequency': 10,
 'max_data_size': None,
 'max_lr': 0.001,
 'metric': 'prc-auc',
 'metrics': ['prc-auc'],
 'minimize_score': False,
 'mpn_shared': False,
 'multiclass_num_classes': 3,
 'no_cache_mol': False,
 'no_cuda': False,
 'no_features_scaling': True,
 'num_folds': 10,
 'num_lrs': 1,
 'num_tasks': 1,
 'num_workers': 8,
 'number_of_molecules': 1,
 'pytorch_seed': 0,
 'quiet': True,
 'save_dir': '/home/saxelrod/chemprop_cov_2_gen/models/cp_prc',
 'save_preds': False,
 'save_smiles_splits': False,
 'seed': 0,
 'separate_test_features_path': None,
 'separate_test_path': '/home/saxelrod/rgb_nfs/dsets/cov_2_gen/csv/test_full.csv',
 'separate_val_features_path': None,
 'separate_val_path': '/home/saxelrod/rgb_nfs/dsets/cov_2_gen/csv/val_full.csv',
 'show_individual_scores': False,
 'smiles_columns': [None],
 'split_sizes': (0.8, 0.1, 0.1),
 'split_type': 'random',
 'target_columns': None,
 'task_names': ['sars_cov_two_active'],
 'test': False,
 'test_fold_index': None,
 'train_data_size': None,
 'undirected': False,
 'use_input_features': False,
 'val_fold_index': None,
 'warmup_epochs': 2.0}
Loading data
Number of tasks = 1
Fold 0
Splitting data with seed 0
Class sizes
sars_cov_two_active 0: 98.39%, 1: 1.61%
Total size = 3,291 | train size = 3,291 | val size = 1,093 | test size = 1,084
With class_balance, effective train size = 106
Building model 0
MoleculeModel(
  (sigmoid): Sigmoid()
  (encoder): MPN(
    (encoder): ModuleList(
      (0): MPNEncoder(
        (dropout_layer): Dropout(p=0.30000000000000004, inplace=False)
        (act_func): ReLU()
        (W_i): Linear(in_features=147, out_features=2000, bias=False)
        (W_h): Linear(in_features=2000, out_features=2000, bias=False)
        (W_o): Linear(in_features=2133, out_features=2000, bias=True)
      )
    )
  )
  (ffn): Sequential(
    (0): Dropout(p=0.30000000000000004, inplace=False)
    (1): Linear(in_features=2000, out_features=2000, bias=True)
    (2): ReLU()
    (3): Dropout(p=0.30000000000000004, inplace=False)
    (4): Linear(in_features=2000, out_features=2000, bias=True)
    (5): ReLU()
    (6): Dropout(p=0.30000000000000004, inplace=False)
    (7): Linear(in_features=2000, out_features=1, bias=True)
  )
)
Number of parameters = 16,568,001
Moving model to cuda
Epoch 0
Validation prc-auc = 0.023504
Epoch 1
Validation prc-auc = 0.011524
Epoch 2
Validation prc-auc = 0.022815
Epoch 3
Validation prc-auc = 0.027370
Epoch 4
Loss = 6.9623e-01, PNorm = 91.3497, GNorm = 2.8841, lr_0 = 2.0385e-04
Loss = 8.1071e-01, PNorm = 91.3526, GNorm = 7.7544, lr_0 = 2.1077e-04
Validation prc-auc = 0.012623
Epoch 5
Validation prc-auc = 0.023505
Epoch 6
Validation prc-auc = 0.017852
Epoch 7
Validation prc-auc = 0.026008
Epoch 8
Validation prc-auc = 0.036069
Epoch 9
Loss = 7.9198e-01, PNorm = 91.4036, GNorm = 2.6286, lr_0 = 3.0077e-04
Validation prc-auc = 0.043280
Epoch 10
Validation prc-auc = 0.034438
Epoch 11
Validation prc-auc = 0.034999
Epoch 12
Validation prc-auc = 0.034835
Epoch 13
Validation prc-auc = 0.037140
Epoch 14
Loss = 6.8648e-01, PNorm = 91.4852, GNorm = 1.0436, lr_0 = 4.0462e-04
Validation prc-auc = 0.031055
Epoch 15
Validation prc-auc = 0.022535
Epoch 16
Validation prc-auc = 0.021040
Epoch 17
Validation prc-auc = 0.023555
Epoch 18
Loss = 7.1418e-01, PNorm = 91.5708, GNorm = 1.2070, lr_0 = 4.9462e-04
Loss = 7.9178e-01, PNorm = 91.5784, GNorm = 4.2668, lr_0 = 5.0154e-04
Validation prc-auc = 0.022340
Epoch 19
Validation prc-auc = 0.028858
Epoch 20
Validation prc-auc = 0.019091
Epoch 21
Validation prc-auc = 0.021253
Epoch 22
Validation prc-auc = 0.019117
Epoch 23
Loss = 6.8065e-01, PNorm = 91.6995, GNorm = 0.9902, lr_0 = 5.9846e-04
Loss = 7.5666e-01, PNorm = 91.7084, GNorm = 2.4184, lr_0 = 6.0538e-04
Validation prc-auc = 0.023744
Epoch 24
Validation prc-auc = 0.018982
Epoch 25
Validation prc-auc = 0.017113
Epoch 26
Validation prc-auc = 0.018390
Epoch 27
Validation prc-auc = 0.018433
Epoch 28
Loss = 6.6674e-01, PNorm = 91.8264, GNorm = 0.5576, lr_0 = 6.9538e-04
Validation prc-auc = 0.018700
Epoch 29
Validation prc-auc = 0.019030
Epoch 30
Validation prc-auc = 0.018478
Epoch 31
Validation prc-auc = 0.018890
Epoch 32
Validation prc-auc = 0.020138
Epoch 33
Loss = 6.0281e-01, PNorm = 91.9804, GNorm = 0.6819, lr_0 = 7.9923e-04
Validation prc-auc = 0.024893
Epoch 34
Validation prc-auc = 0.020634
Epoch 35
Validation prc-auc = 0.020121
Epoch 36
Validation prc-auc = 0.017533
Epoch 37
Loss = 7.0664e-01, PNorm = 92.1385, GNorm = 0.8716, lr_0 = 8.8923e-04
Loss = 7.6607e-01, PNorm = 92.1523, GNorm = 1.2747, lr_0 = 8.9615e-04
Validation prc-auc = 0.018149
Epoch 38
Validation prc-auc = 0.020024
Epoch 39
Validation prc-auc = 0.020115
Epoch 40
Validation prc-auc = 0.019043
Epoch 41
Validation prc-auc = 0.020603
Epoch 42
Loss = 6.6723e-01, PNorm = 92.3154, GNorm = 0.3680, lr_0 = 9.8615e-04
Validation prc-auc = 0.019667
Epoch 43
Validation prc-auc = 0.019893
Epoch 44
Validation prc-auc = 0.019802
Epoch 45
Validation prc-auc = 0.019543
Epoch 46
Validation prc-auc = 0.020083
Epoch 47
Loss = 6.6125e-01, PNorm = 92.5060, GNorm = 0.6507, lr_0 = 9.9977e-04
Validation prc-auc = 0.020954
Epoch 48
Validation prc-auc = 0.020902
Epoch 49
Validation prc-auc = 0.019972
Epoch 50
Validation prc-auc = 0.019594
Epoch 51
Loss = 5.5225e-01, PNorm = 92.7055, GNorm = 0.5956, lr_0 = 9.9954e-04
Loss = 2.0435e-01, PNorm = 92.7270, GNorm = 1.0533, lr_0 = 9.9952e-04
Validation prc-auc = 0.018864
Epoch 52
Validation prc-auc = 0.019914
Epoch 53
Validation prc-auc = 0.017539
Epoch 54
Validation prc-auc = 0.016707
Epoch 55
Validation prc-auc = 0.018986
Epoch 56
Loss = 6.6040e-01, PNorm = 93.0012, GNorm = 0.6494, lr_0 = 9.9927e-04
Loss = 7.3987e-01, PNorm = 93.0202, GNorm = 1.2144, lr_0 = 9.9926e-04
Validation prc-auc = 0.018442
Epoch 57
Validation prc-auc = 0.017390
Epoch 58
Validation prc-auc = 0.017580
Epoch 59
Validation prc-auc = 0.017417
Epoch 60
Validation prc-auc = 0.017821
Epoch 61
Loss = 6.2976e-01, PNorm = 93.2560, GNorm = 0.3797, lr_0 = 9.9903e-04
Validation prc-auc = 0.018454
Epoch 62
Validation prc-auc = 0.018978
Epoch 63
Validation prc-auc = 0.018836
Epoch 64
Validation prc-auc = 0.020052
Epoch 65
Validation prc-auc = 0.021702
Epoch 66
Loss = 6.6332e-01, PNorm = 93.5042, GNorm = 0.4701, lr_0 = 9.9876e-04
Validation prc-auc = 0.022931
Epoch 67
Validation prc-auc = 0.020752
Epoch 68
Validation prc-auc = 0.020283
Epoch 69
Validation prc-auc = 0.019912
Epoch 70
Loss = 5.6197e-01, PNorm = 93.7158, GNorm = 0.3249, lr_0 = 9.9853e-04
Loss = 3.2656e-01, PNorm = 93.7342, GNorm = 1.2097, lr_0 = 9.9851e-04
Validation prc-auc = 0.019844
Epoch 71
Validation prc-auc = 0.019578
Epoch 72
Validation prc-auc = 0.020125
Epoch 73
Validation prc-auc = 0.021234
Epoch 74
Validation prc-auc = 0.023035
Epoch 75
Loss = 5.9668e-01, PNorm = 93.9682, GNorm = 0.7943, lr_0 = 9.9828e-04
Validation prc-auc = 0.021883
Epoch 76
Validation prc-auc = 0.022609
Epoch 77
Validation prc-auc = 0.021325
Epoch 78
Validation prc-auc = 0.021604
Epoch 79
Validation prc-auc = 0.023053
Epoch 80
Loss = 6.6595e-01, PNorm = 94.3000, GNorm = 0.7671, lr_0 = 9.9802e-04
Validation prc-auc = 0.035060
Epoch 81
Validation prc-auc = 0.025226
Epoch 82
Validation prc-auc = 0.026093
Epoch 83
Validation prc-auc = 0.023877
Epoch 84
Loss = 5.7722e-01, PNorm = 94.6321, GNorm = 0.4466, lr_0 = 9.9779e-04
Loss = 4.2600e-01, PNorm = 94.6568, GNorm = 1.0071, lr_0 = 9.9777e-04
Validation prc-auc = 0.023601
Epoch 85
Validation prc-auc = 0.022938
Epoch 86
Validation prc-auc = 0.023207
Epoch 87
Validation prc-auc = 0.025790
Epoch 88
Validation prc-auc = 0.025062
Epoch 89
Loss = 5.7969e-01, PNorm = 94.9499, GNorm = 0.6684, lr_0 = 9.9752e-04
Loss = 4.4058e-01, PNorm = 94.9705, GNorm = 1.3709, lr_0 = 9.9750e-04
Validation prc-auc = 0.025882
Epoch 90
Validation prc-auc = 0.026279
Epoch 91
Validation prc-auc = 0.026084
Epoch 92
Validation prc-auc = 0.024620
Epoch 93
Validation prc-auc = 0.025599
Epoch 94
Loss = 5.4234e-01, PNorm = 95.2606, GNorm = 2.1893, lr_0 = 9.9727e-04
Validation prc-auc = 0.025184
Epoch 95
Validation prc-auc = 0.024190
Epoch 96
Validation prc-auc = 0.021514
Epoch 97
Validation prc-auc = 0.020847
Epoch 98
Validation prc-auc = 0.019191
Epoch 99
Loss = 4.4585e-01, PNorm = 95.7109, GNorm = 1.3478, lr_0 = 9.9701e-04
Validation prc-auc = 0.019708
Epoch 100
Validation prc-auc = 0.019668
Epoch 101
Validation prc-auc = 0.020523
Epoch 102
Validation prc-auc = 0.023853
Epoch 103
Loss = 4.6460e-01, PNorm = 96.1918, GNorm = 1.6820, lr_0 = 9.9678e-04
Loss = 5.9254e-01, PNorm = 96.2283, GNorm = 1.6150, lr_0 = 9.9676e-04
Validation prc-auc = 0.023532
Epoch 104
Validation prc-auc = 0.024018
Epoch 105
Validation prc-auc = 0.025929
Epoch 106
Validation prc-auc = 0.023424
Epoch 107
Validation prc-auc = 0.027027
Epoch 108
Loss = 3.4757e-01, PNorm = 96.6834, GNorm = 2.7741, lr_0 = 9.9651e-04
Validation prc-auc = 0.026430
Epoch 109
Validation prc-auc = 0.027712
Epoch 110
Validation prc-auc = 0.027893
Epoch 111
Validation prc-auc = 0.025373
Epoch 112
Validation prc-auc = 0.025782
Epoch 113
Loss = 5.8081e-01, PNorm = 97.1120, GNorm = 3.2845, lr_0 = 9.9627e-04
Validation prc-auc = 0.024977
Epoch 114
Validation prc-auc = 0.019862
Epoch 115
Validation prc-auc = 0.024504
Epoch 116
Validation prc-auc = 0.024266
Epoch 117
Loss = 4.2506e-01, PNorm = 97.6915, GNorm = 0.6636, lr_0 = 9.9604e-04
Loss = 2.4820e-01, PNorm = 97.7339, GNorm = 1.6754, lr_0 = 9.9602e-04
Validation prc-auc = 0.024342
Epoch 118
Validation prc-auc = 0.024536
Epoch 119
Validation prc-auc = 0.029638
Epoch 120
Validation prc-auc = 0.030066
Epoch 121
Validation prc-auc = 0.025570
Epoch 122
Loss = 2.9554e-01, PNorm = 98.2054, GNorm = 0.9669, lr_0 = 9.9577e-04
Loss = 8.8163e-01, PNorm = 98.2295, GNorm = 8.5076, lr_0 = 9.9575e-04
Validation prc-auc = 0.024668
Epoch 123
Validation prc-auc = 0.027291
Epoch 124
Validation prc-auc = 0.027078
Epoch 125
Validation prc-auc = 0.032670
Epoch 126
Validation prc-auc = 0.029375
Epoch 127
Loss = 4.6277e-01, PNorm = 98.6984, GNorm = 0.9029, lr_0 = 9.9552e-04
Validation prc-auc = 0.027992
Epoch 128
Validation prc-auc = 0.032216
Epoch 129
Validation prc-auc = 0.029465
Epoch 130
Validation prc-auc = 0.027571
Epoch 131
Validation prc-auc = 0.025548
Epoch 132
Loss = 3.6680e-01, PNorm = 99.2287, GNorm = 1.2923, lr_0 = 9.9526e-04
Validation prc-auc = 0.028536
Epoch 133
Validation prc-auc = 0.025705
Epoch 134
Validation prc-auc = 0.024008
Epoch 135
Validation prc-auc = 0.023141
Epoch 136
Loss = 3.9997e-01, PNorm = 99.6805, GNorm = 2.1378, lr_0 = 9.9503e-04
Loss = 8.7827e-01, PNorm = 99.7208, GNorm = 2.3317, lr_0 = 9.9501e-04
Validation prc-auc = 0.023355
Epoch 137
Validation prc-auc = 0.024189
Epoch 138
Validation prc-auc = 0.024717
Epoch 139
Validation prc-auc = 0.025250
Epoch 140
Validation prc-auc = 0.026321
Epoch 141
Loss = 2.4023e-01, PNorm = 100.2581, GNorm = 1.6728, lr_0 = 9.9477e-04
Validation prc-auc = 0.026372
Epoch 142
Validation prc-auc = 0.025554
Epoch 143
Validation prc-auc = 0.024689
Epoch 144
Validation prc-auc = 0.023316
Epoch 145
Validation prc-auc = 0.023016
Epoch 146
Loss = 3.1544e-01, PNorm = 100.6658, GNorm = 1.6109, lr_0 = 9.9452e-04
Validation prc-auc = 0.027769
Epoch 147
Validation prc-auc = 0.030859
Epoch 148
Validation prc-auc = 0.027082
Epoch 149
Validation prc-auc = 0.024446
Epoch 150
Loss = 5.5960e-01, PNorm = 101.1453, GNorm = 4.0635, lr_0 = 9.9429e-04
Loss = 2.6912e-01, PNorm = 101.1866, GNorm = 1.7555, lr_0 = 9.9427e-04
Validation prc-auc = 0.026906
Epoch 151
Validation prc-auc = 0.027187
Epoch 152
Validation prc-auc = 0.027565
Epoch 153
Validation prc-auc = 0.027963
Epoch 154
Validation prc-auc = 0.030545
Epoch 155
Loss = 2.2582e-01, PNorm = 101.6731, GNorm = 0.3687, lr_0 = 9.9403e-04
Loss = 9.5759e-02, PNorm = 101.7032, GNorm = 2.5173, lr_0 = 9.9401e-04
Validation prc-auc = 0.032057
Epoch 156
Validation prc-auc = 0.030653
Epoch 157
Validation prc-auc = 0.028966
Epoch 158
Validation prc-auc = 0.024812
Epoch 159
Validation prc-auc = 0.023067
Epoch 160
Loss = 2.1124e-01, PNorm = 102.0596, GNorm = 0.8097, lr_0 = 9.9378e-04
Validation prc-auc = 0.024051
Epoch 161
Validation prc-auc = 0.024481
Epoch 162
Validation prc-auc = 0.025697
Epoch 163
Validation prc-auc = 0.025385
Epoch 164
Validation prc-auc = 0.023916
Epoch 165
Loss = 2.0616e-01, PNorm = 102.4275, GNorm = 1.2694, lr_0 = 9.9351e-04
Validation prc-auc = 0.022495
Epoch 166
Validation prc-auc = 0.022765
Epoch 167
Validation prc-auc = 0.022380
Epoch 168
Validation prc-auc = 0.019942
Epoch 169
Loss = 1.8250e-01, PNorm = 102.7113, GNorm = 1.2753, lr_0 = 9.9329e-04
Loss = 4.0100e-01, PNorm = 102.7334, GNorm = 3.1476, lr_0 = 9.9327e-04
Validation prc-auc = 0.021918
Epoch 170
Validation prc-auc = 0.020855
Epoch 171
Validation prc-auc = 0.022235
Epoch 172
Validation prc-auc = 0.029882
Epoch 173
Validation prc-auc = 0.030854
Epoch 174
Loss = 2.3721e-01, PNorm = 103.1150, GNorm = 0.7532, lr_0 = 9.9302e-04
Validation prc-auc = 0.028268
Epoch 175
Validation prc-auc = 0.026532
Epoch 176
Validation prc-auc = 0.025930
Epoch 177
Validation prc-auc = 0.030036
Epoch 178
Validation prc-auc = 0.029342
Epoch 179
Loss = 1.8726e-01, PNorm = 103.4600, GNorm = 0.8040, lr_0 = 9.9277e-04
Validation prc-auc = 0.030159
Epoch 180
Validation prc-auc = 0.031990
Epoch 181
Validation prc-auc = 0.033489
Epoch 182
Validation prc-auc = 0.032724
Epoch 183
Loss = 1.2501e-01, PNorm = 103.7138, GNorm = 0.3435, lr_0 = 9.9253e-04
Validation prc-auc = 0.033040
Epoch 184
Validation prc-auc = 0.033543
Epoch 185
Validation prc-auc = 0.032468
Epoch 186
Validation prc-auc = 0.033031
Epoch 187
Validation prc-auc = 0.031579
Epoch 188
Loss = 2.7205e-01, PNorm = 104.0529, GNorm = 4.5315, lr_0 = 9.9228e-04
Loss = 6.4016e-01, PNorm = 104.0806, GNorm = 19.8065, lr_0 = 9.9226e-04
Validation prc-auc = 0.030906
Epoch 189
Validation prc-auc = 0.035350
Epoch 190
Validation prc-auc = 0.037651
Epoch 191
Validation prc-auc = 0.030321
Epoch 192
Validation prc-auc = 0.022491
Epoch 193
Loss = 2.6535e-01, PNorm = 104.5806, GNorm = 1.0274, lr_0 = 9.9204e-04
Validation prc-auc = 0.021919
Epoch 194
Validation prc-auc = 0.024571
Epoch 195
Validation prc-auc = 0.024453
Epoch 196
Validation prc-auc = 0.023935
Epoch 197
Validation prc-auc = 0.026895
Epoch 198
Loss = 1.6213e-01, PNorm = 105.0196, GNorm = 0.7272, lr_0 = 9.9177e-04
Validation prc-auc = 0.034555
Epoch 199
Validation prc-auc = 0.033916
Epoch 200
Validation prc-auc = 0.031810
Epoch 201
Validation prc-auc = 0.031750
Epoch 202
Loss = 1.0606e-01, PNorm = 105.2995, GNorm = 1.3214, lr_0 = 9.9154e-04
Loss = 4.8545e-02, PNorm = 105.3238, GNorm = 0.8482, lr_0 = 9.9153e-04
Validation prc-auc = 0.029888
Epoch 203
Validation prc-auc = 0.030202
Epoch 204
Validation prc-auc = 0.029890
Epoch 205
Validation prc-auc = 0.030457
Epoch 206
Validation prc-auc = 0.028371
Epoch 207
Loss = 1.8939e-01, PNorm = 105.5978, GNorm = 3.4128, lr_0 = 9.9128e-04
Loss = 1.6178e-02, PNorm = 105.6145, GNorm = 0.4051, lr_0 = 9.9126e-04
Validation prc-auc = 0.028015
Epoch 208
Validation prc-auc = 0.025978
Epoch 209
Validation prc-auc = 0.022408
Epoch 210
Validation prc-auc = 0.025895
Epoch 211
Validation prc-auc = 0.028282
Epoch 212
Loss = 9.7264e-02, PNorm = 105.8443, GNorm = 1.6379, lr_0 = 9.9103e-04
Validation prc-auc = 0.029578
Epoch 213
Validation prc-auc = 0.026946
Epoch 214
Validation prc-auc = 0.023790
Epoch 215
Validation prc-auc = 0.023508
Epoch 216
Loss = 1.2856e-01, PNorm = 106.1547, GNorm = 0.8094, lr_0 = 9.9079e-04
Validation prc-auc = 0.023184
Epoch 217
Validation prc-auc = 0.021795
Epoch 218
Validation prc-auc = 0.021294
Epoch 219
Validation prc-auc = 0.020777
Epoch 220
Validation prc-auc = 0.022598
Epoch 221
Loss = 1.5103e-01, PNorm = 106.4501, GNorm = 1.0199, lr_0 = 9.9054e-04
Loss = 3.3242e-02, PNorm = 106.4697, GNorm = 0.4070, lr_0 = 9.9052e-04
Validation prc-auc = 0.022052
Epoch 222
Validation prc-auc = 0.021534
Epoch 223
Validation prc-auc = 0.022553
Epoch 224
Validation prc-auc = 0.021071
Epoch 225
Validation prc-auc = 0.020461
Epoch 226
Loss = 5.8251e-02, PNorm = 106.7241, GNorm = 0.8569, lr_0 = 9.9030e-04
Validation prc-auc = 0.019570
Epoch 227
Validation prc-auc = 0.020108
Epoch 228
Validation prc-auc = 0.020943
Epoch 229
Validation prc-auc = 0.021965
Epoch 230
Validation prc-auc = 0.023246
Epoch 231
Loss = 1.4214e-01, PNorm = 106.9854, GNorm = 2.0175, lr_0 = 9.9003e-04
Validation prc-auc = 0.023852
Epoch 232
Validation prc-auc = 0.022739
Epoch 233
Validation prc-auc = 0.022238
Epoch 234
Validation prc-auc = 0.023928
Epoch 235
Loss = 1.0888e-01, PNorm = 107.1977, GNorm = 0.9908, lr_0 = 9.8980e-04
Loss = 1.3669e-02, PNorm = 107.2155, GNorm = 0.2482, lr_0 = 9.8979e-04
Validation prc-auc = 0.025119
Epoch 236
Validation prc-auc = 0.025506
Epoch 237
Validation prc-auc = 0.026121
Epoch 238
Validation prc-auc = 0.025868
Epoch 239
Validation prc-auc = 0.024083
Epoch 240
Loss = 9.1830e-02, PNorm = 107.4647, GNorm = 0.9945, lr_0 = 9.8954e-04
Loss = 2.4907e-02, PNorm = 107.4822, GNorm = 0.3454, lr_0 = 9.8952e-04
Validation prc-auc = 0.023513
Epoch 241
Validation prc-auc = 0.023736
Epoch 242
Validation prc-auc = 0.024420
Epoch 243
Validation prc-auc = 0.024588
Epoch 244
Validation prc-auc = 0.024096
Epoch 245
Loss = 7.1664e-02, PNorm = 107.6646, GNorm = 0.5904, lr_0 = 9.8930e-04
Validation prc-auc = 0.023931
Epoch 246
Validation prc-auc = 0.023755
Epoch 247
Validation prc-auc = 0.023329
Epoch 248
Validation prc-auc = 0.021419
Epoch 249
Loss = 7.5499e-02, PNorm = 107.9078, GNorm = 0.1695, lr_0 = 9.8905e-04
Validation prc-auc = 0.020226
Epoch 250
Validation prc-auc = 0.020534
Epoch 251
Validation prc-auc = 0.021675
Epoch 252
Validation prc-auc = 0.022758
Epoch 253
Validation prc-auc = 0.022877
Epoch 254
Loss = 2.2495e-02, PNorm = 108.1085, GNorm = 0.3316, lr_0 = 9.8880e-04
Loss = 6.5036e-02, PNorm = 108.1213, GNorm = 1.2931, lr_0 = 9.8879e-04
Validation prc-auc = 0.023326
Epoch 255
Validation prc-auc = 0.024762
Epoch 256
Validation prc-auc = 0.025065
Epoch 257
Validation prc-auc = 0.026070
Epoch 258
Validation prc-auc = 0.026511
Epoch 259
Loss = 7.2503e-02, PNorm = 108.2450, GNorm = 1.3498, lr_0 = 9.8856e-04
Validation prc-auc = 0.024825
Epoch 260
Validation prc-auc = 0.022406
Epoch 261
Validation prc-auc = 0.021796
Epoch 262
Validation prc-auc = 0.021893
Epoch 263
Validation prc-auc = 0.021846
Epoch 264
Loss = 1.4493e-01, PNorm = 108.4988, GNorm = 1.6587, lr_0 = 9.8830e-04
Validation prc-auc = 0.022634
Epoch 265
Validation prc-auc = 0.023258
Epoch 266
Validation prc-auc = 0.022211
Epoch 267
Validation prc-auc = 0.020658
Epoch 268
Loss = 9.2623e-02, PNorm = 108.7539, GNorm = 1.0378, lr_0 = 9.8807e-04
Loss = 2.7753e-02, PNorm = 108.7722, GNorm = 0.5697, lr_0 = 9.8805e-04
Validation prc-auc = 0.020411
Epoch 269
Validation prc-auc = 0.020357
Epoch 270
Validation prc-auc = 0.020360
Epoch 271
Validation prc-auc = 0.019625
Epoch 272
Validation prc-auc = 0.019072
Epoch 273
Loss = 3.3956e-02, PNorm = 108.9941, GNorm = 0.5159, lr_0 = 9.8781e-04
Loss = 6.7504e-05, PNorm = 109.0097, GNorm = 0.0031, lr_0 = 9.8779e-04
Validation prc-auc = 0.019723
Epoch 274
Validation prc-auc = 0.020556
Epoch 275
Validation prc-auc = 0.020799
Epoch 276
Validation prc-auc = 0.020393
Epoch 277
Validation prc-auc = 0.019042
Epoch 278
Loss = 4.2276e-03, PNorm = 109.1768, GNorm = 0.1230, lr_0 = 9.8756e-04
Validation prc-auc = 0.019180
Epoch 279
Validation prc-auc = 0.019509
Epoch 280
Validation prc-auc = 0.019327
Epoch 281
Validation prc-auc = 0.021847
Epoch 282
Validation prc-auc = 0.023848
Epoch 283
Loss = 2.5762e-01, PNorm = 109.5171, GNorm = 3.2905, lr_0 = 9.8730e-04
Validation prc-auc = 0.025423
Epoch 284
Validation prc-auc = 0.024460
Epoch 285
Validation prc-auc = 0.025677
Epoch 286
Validation prc-auc = 0.024040
Epoch 287
Loss = 1.1368e-01, PNorm = 109.9509, GNorm = 0.9863, lr_0 = 9.8707e-04
Loss = 7.7776e-03, PNorm = 109.9793, GNorm = 0.1677, lr_0 = 9.8705e-04
Validation prc-auc = 0.022853
Epoch 288
Validation prc-auc = 0.022280
Epoch 289
Validation prc-auc = 0.022429
Epoch 290
Validation prc-auc = 0.021861
Epoch 291
Validation prc-auc = 0.021313
Epoch 292
Loss = 5.2946e-02, PNorm = 110.2715, GNorm = 1.3876, lr_0 = 9.8683e-04
Validation prc-auc = 0.021146
Epoch 293
Validation prc-auc = 0.021296
Epoch 294
Validation prc-auc = 0.021084
Epoch 295
Validation prc-auc = 0.021800
Epoch 296
Validation prc-auc = 0.022683
Epoch 297
Loss = 1.4612e-01, PNorm = 110.5005, GNorm = 0.7891, lr_0 = 9.8656e-04
Validation prc-auc = 0.023271
Epoch 298
Validation prc-auc = 0.022743
Epoch 299
Validation prc-auc = 0.022423
Epoch 300
Validation prc-auc = 0.021655
Epoch 301
Loss = 3.8062e-02, PNorm = 110.6320, GNorm = 1.3553, lr_0 = 9.8634e-04
Loss = 1.3540e-02, PNorm = 110.6421, GNorm = 0.4293, lr_0 = 9.8632e-04
Validation prc-auc = 0.021926
Epoch 302
Validation prc-auc = 0.021980
Epoch 303
Validation prc-auc = 0.022167
Epoch 304
Validation prc-auc = 0.022647
Epoch 305
Validation prc-auc = 0.023029
Epoch 306
Loss = 1.0947e-01, PNorm = 110.7499, GNorm = 0.3027, lr_0 = 9.8607e-04
Loss = 2.1608e-02, PNorm = 110.7570, GNorm = 0.3902, lr_0 = 9.8606e-04
Validation prc-auc = 0.022806
Epoch 307
Validation prc-auc = 0.022828
Epoch 308
Validation prc-auc = 0.022657
Epoch 309
Validation prc-auc = 0.022311
Epoch 310
Validation prc-auc = 0.021777
Epoch 311
Loss = 1.3543e-01, PNorm = 110.8571, GNorm = 2.0909, lr_0 = 9.8583e-04
Validation prc-auc = 0.020166
Epoch 312
Validation prc-auc = 0.019089
Epoch 313
Validation prc-auc = 0.018957
Epoch 314
Validation prc-auc = 0.019205
Epoch 315
Validation prc-auc = 0.019585
Epoch 316
Loss = 5.4822e-02, PNorm = 111.0033, GNorm = 1.7200, lr_0 = 9.8557e-04
Validation prc-auc = 0.020201
Epoch 317
Validation prc-auc = 0.021441
Epoch 318
Validation prc-auc = 0.023516
Epoch 319
Validation prc-auc = 0.024840
Epoch 320
Loss = 6.7338e-02, PNorm = 111.1309, GNorm = 0.3315, lr_0 = 9.8534e-04
Loss = 2.8805e-02, PNorm = 111.1411, GNorm = 0.5511, lr_0 = 9.8532e-04
Validation prc-auc = 0.025539
Epoch 321
Validation prc-auc = 0.026416
Epoch 322
Validation prc-auc = 0.027108
Epoch 323
Validation prc-auc = 0.029346
Epoch 324
Validation prc-auc = 0.030999
Epoch 325
Loss = 1.2716e-02, PNorm = 111.2563, GNorm = 0.2160, lr_0 = 9.8509e-04
Validation prc-auc = 0.030952
Epoch 326
Validation prc-auc = 0.029964
Epoch 327
Validation prc-auc = 0.029845
Epoch 328
Validation prc-auc = 0.029083
Epoch 329
Validation prc-auc = 0.027587
Epoch 330
Loss = 1.2692e-01, PNorm = 111.3557, GNorm = 2.6478, lr_0 = 9.8483e-04
Validation prc-auc = 0.026963
Epoch 331
Validation prc-auc = 0.026642
Epoch 332
Validation prc-auc = 0.025657
Epoch 333
Validation prc-auc = 0.025555
Epoch 334
Loss = 1.1998e-02, PNorm = 111.4267, GNorm = 0.6159, lr_0 = 9.8461e-04
Loss = 4.5406e-04, PNorm = 111.4328, GNorm = 0.0128, lr_0 = 9.8459e-04
Validation prc-auc = 0.025901
Epoch 335
Validation prc-auc = 0.026887
Epoch 336
Validation prc-auc = 0.027975
Epoch 337
Validation prc-auc = 0.026607
Epoch 338
Validation prc-auc = 0.025401
Epoch 339
Loss = 1.0416e-01, PNorm = 111.5128, GNorm = 4.2303, lr_0 = 9.8434e-04
Loss = 5.7150e-01, PNorm = 111.5224, GNorm = 16.3154, lr_0 = 9.8433e-04
Validation prc-auc = 0.026435
Epoch 340
Validation prc-auc = 0.031019
Epoch 341
Validation prc-auc = 0.034976
Epoch 342
Validation prc-auc = 0.038217
Epoch 343
Validation prc-auc = 0.040138
Epoch 344
Loss = 1.0657e-01, PNorm = 111.8168, GNorm = 2.2001, lr_0 = 9.8410e-04
Validation prc-auc = 0.052098
Epoch 345
Validation prc-auc = 0.053883
Epoch 346
Validation prc-auc = 0.038618
Epoch 347
Validation prc-auc = 0.034269
Epoch 348
Validation prc-auc = 0.030411
Epoch 349
Loss = 1.8811e-01, PNorm = 112.1709, GNorm = 1.7697, lr_0 = 9.8384e-04
Validation prc-auc = 0.024717
Epoch 350
Validation prc-auc = 0.017429
Epoch 351
Validation prc-auc = 0.017492
Epoch 352
Validation prc-auc = 0.021543
Epoch 353
Loss = 1.6120e-01, PNorm = 112.6076, GNorm = 0.9303, lr_0 = 9.8361e-04
Loss = 1.2764e-01, PNorm = 112.6503, GNorm = 1.0408, lr_0 = 9.8359e-04
Validation prc-auc = 0.024086
Epoch 354
Validation prc-auc = 0.025060
Epoch 355
Validation prc-auc = 0.025429
Epoch 356
Validation prc-auc = 0.026421
Epoch 357
Validation prc-auc = 0.027349
Epoch 358
Loss = 1.8229e-01, PNorm = 113.1088, GNorm = 0.8564, lr_0 = 9.8335e-04
Validation prc-auc = 0.027021
Epoch 359
Validation prc-auc = 0.026771
Epoch 360
Validation prc-auc = 0.025746
Epoch 361
Validation prc-auc = 0.025132
Epoch 362
Validation prc-auc = 0.023958
Epoch 363
Loss = 4.8125e-02, PNorm = 113.3859, GNorm = 0.4257, lr_0 = 9.8311e-04
Validation prc-auc = 0.023843
Epoch 364
Validation prc-auc = 0.025957
Epoch 365
Validation prc-auc = 0.026060
Epoch 366
Validation prc-auc = 0.029318
Epoch 367
Loss = 1.0344e-01, PNorm = 113.6363, GNorm = 2.2791, lr_0 = 9.8288e-04
Loss = 8.3303e-03, PNorm = 113.6545, GNorm = 0.1883, lr_0 = 9.8286e-04
Validation prc-auc = 0.032169
Epoch 368
Validation prc-auc = 0.034158
Epoch 369
Validation prc-auc = 0.031888
Epoch 370
Validation prc-auc = 0.029707
Epoch 371
Validation prc-auc = 0.028504
Epoch 372
Loss = 1.6427e-02, PNorm = 113.8572, GNorm = 0.3258, lr_0 = 9.8262e-04
Loss = 2.9410e-03, PNorm = 113.8674, GNorm = 0.0724, lr_0 = 9.8260e-04
Validation prc-auc = 0.027873
Epoch 373
Validation prc-auc = 0.027384
Epoch 374
Validation prc-auc = 0.027989
Epoch 375
Validation prc-auc = 0.028191
Epoch 376
Validation prc-auc = 0.028114
Epoch 377
Loss = 8.9655e-02, PNorm = 113.9832, GNorm = 2.9608, lr_0 = 9.8237e-04
Validation prc-auc = 0.027444
Epoch 378
Validation prc-auc = 0.026808
Epoch 379
Validation prc-auc = 0.026914
Epoch 380
Validation prc-auc = 0.026958
Epoch 381
Validation prc-auc = 0.026942
Epoch 382
Loss = 1.2685e-01, PNorm = 114.2171, GNorm = 1.5261, lr_0 = 9.8211e-04
Validation prc-auc = 0.029166
Epoch 383
Validation prc-auc = 0.028311
Epoch 384
Validation prc-auc = 0.026115
Epoch 385
Validation prc-auc = 0.024938
Epoch 386
Loss = 7.4919e-02, PNorm = 114.5183, GNorm = 1.3944, lr_0 = 9.8189e-04
Loss = 3.6709e-01, PNorm = 114.5402, GNorm = 7.0166, lr_0 = 9.8187e-04
Validation prc-auc = 0.026743
Epoch 387
Validation prc-auc = 0.028440
Epoch 388
Validation prc-auc = 0.029560
Epoch 389
Validation prc-auc = 0.029069
Epoch 390
Validation prc-auc = 0.025773
Epoch 391
Loss = 8.5401e-02, PNorm = 114.9574, GNorm = 0.9804, lr_0 = 9.8163e-04
Validation prc-auc = 0.026358
Epoch 392
Validation prc-auc = 0.026471
Epoch 393
Validation prc-auc = 0.028656
Epoch 394
Validation prc-auc = 0.030224
Epoch 395
Validation prc-auc = 0.031769
Epoch 396
Loss = 1.6349e-02, PNorm = 115.3771, GNorm = 0.3022, lr_0 = 9.8138e-04
Validation prc-auc = 0.032962
Epoch 397
Validation prc-auc = 0.033204
Epoch 398
Validation prc-auc = 0.035695
Epoch 399
Validation prc-auc = 0.032597
Epoch 400
Loss = 8.1688e-02, PNorm = 115.6124, GNorm = 2.1754, lr_0 = 9.8116e-04
Loss = 3.1284e-04, PNorm = 115.6244, GNorm = 0.0132, lr_0 = 9.8114e-04
Validation prc-auc = 0.030764
Epoch 401
Validation prc-auc = 0.030221
Epoch 402
Validation prc-auc = 0.029895
Epoch 403
Validation prc-auc = 0.027762
Epoch 404
Validation prc-auc = 0.026854
Epoch 405
Loss = 1.0492e-01, PNorm = 115.7564, GNorm = 2.0501, lr_0 = 9.8089e-04
Loss = 3.3596e-03, PNorm = 115.7640, GNorm = 0.1111, lr_0 = 9.8088e-04
Validation prc-auc = 0.027341
Epoch 406
Validation prc-auc = 0.028658
Epoch 407
Validation prc-auc = 0.028621
Epoch 408
Validation prc-auc = 0.028228
Epoch 409
Validation prc-auc = 0.027142
Epoch 410
Loss = 4.9742e-03, PNorm = 115.8921, GNorm = 0.3168, lr_0 = 9.8065e-04
Validation prc-auc = 0.026031
Epoch 411
Validation prc-auc = 0.025369
Epoch 412
Validation prc-auc = 0.024209
Epoch 413
Validation prc-auc = 0.023799
Epoch 414
Validation prc-auc = 0.023906
Epoch 415
Loss = 1.4238e-01, PNorm = 115.9972, GNorm = 0.7168, lr_0 = 9.8039e-04
Validation prc-auc = 0.024458
Epoch 416
Validation prc-auc = 0.024984
Epoch 417
Validation prc-auc = 0.024563
Epoch 418
Validation prc-auc = 0.024966
Epoch 419
Loss = 2.8534e-02, PNorm = 116.1459, GNorm = 0.0718, lr_0 = 9.8016e-04
Loss = 1.0430e-03, PNorm = 116.1607, GNorm = 0.0445, lr_0 = 9.8015e-04
Validation prc-auc = 0.025575
Epoch 420
Validation prc-auc = 0.026049
Epoch 421
Validation prc-auc = 0.024380
Epoch 422
Validation prc-auc = 0.025187
Epoch 423
Validation prc-auc = 0.026397
Epoch 424
Loss = 8.6595e-02, PNorm = 116.3942, GNorm = 1.9349, lr_0 = 9.7990e-04
Validation prc-auc = 0.025845
Epoch 425
Validation prc-auc = 0.025314
Epoch 426
Validation prc-auc = 0.025183
Epoch 427
Validation prc-auc = 0.025449
Epoch 428
Validation prc-auc = 0.026054
Epoch 429
Loss = 1.6942e-02, PNorm = 116.5691, GNorm = 0.5827, lr_0 = 9.7966e-04
Validation prc-auc = 0.025367
Epoch 430
Validation prc-auc = 0.024390
Epoch 431
Validation prc-auc = 0.024204
Epoch 432
Validation prc-auc = 0.024379
Epoch 433
Loss = 1.8195e-02, PNorm = 116.6843, GNorm = 0.9376, lr_0 = 9.7942e-04
Validation prc-auc = 0.024611
Epoch 434
Validation prc-auc = 0.024856
Epoch 435
Validation prc-auc = 0.025275
Epoch 436
Validation prc-auc = 0.025081
Epoch 437
Validation prc-auc = 0.025411
Epoch 438
Loss = 3.5170e-02, PNorm = 116.8030, GNorm = 0.1662, lr_0 = 9.7917e-04
Loss = 2.3411e-04, PNorm = 116.8118, GNorm = 0.0104, lr_0 = 9.7916e-04
Validation prc-auc = 0.025749
Epoch 439
Validation prc-auc = 0.026479
Epoch 440
Validation prc-auc = 0.025040
Epoch 441
Validation prc-auc = 0.023825
Epoch 442
Validation prc-auc = 0.023933
Epoch 443
Loss = 4.6114e-02, PNorm = 116.9650, GNorm = 1.3820, lr_0 = 9.7893e-04
Validation prc-auc = 0.024652
Epoch 444
Validation prc-auc = 0.023057
Epoch 445
Validation prc-auc = 0.021559
Epoch 446
Validation prc-auc = 0.021376
Epoch 447
Validation prc-auc = 0.020502
Epoch 448
Loss = 5.9189e-02, PNorm = 117.2482, GNorm = 1.4124, lr_0 = 9.7867e-04
Validation prc-auc = 0.019852
Epoch 449
Validation prc-auc = 0.019468
Epoch 450
Validation prc-auc = 0.019228
Epoch 451
Validation prc-auc = 0.019963
Epoch 452
Loss = 1.0328e-01, PNorm = 117.5630, GNorm = 0.8897, lr_0 = 9.7845e-04
Loss = 1.6155e-02, PNorm = 117.5867, GNorm = 0.7592, lr_0 = 9.7843e-04
Validation prc-auc = 0.021213
Epoch 453
Validation prc-auc = 0.023789
Epoch 454
Validation prc-auc = 0.026084
Epoch 455
Validation prc-auc = 0.027566
Epoch 456
Validation prc-auc = 0.030800
Epoch 457
Loss = 2.3892e-01, PNorm = 117.8922, GNorm = 4.3915, lr_0 = 9.7819e-04
Loss = 3.3489e-01, PNorm = 117.9130, GNorm = 13.9121, lr_0 = 9.7817e-04
Validation prc-auc = 0.029549
Epoch 458
Validation prc-auc = 0.024548
Epoch 459
Validation prc-auc = 0.021992
Epoch 460
Validation prc-auc = 0.022048
Epoch 461
Validation prc-auc = 0.022183
Epoch 462
Loss = 3.2679e-02, PNorm = 118.1870, GNorm = 0.6048, lr_0 = 9.7794e-04
Validation prc-auc = 0.021947
Epoch 463
Validation prc-auc = 0.022418
Epoch 464
Validation prc-auc = 0.023476
Epoch 465
Validation prc-auc = 0.024154
Epoch 466
Loss = 5.9047e-02, PNorm = 118.3956, GNorm = 0.2861, lr_0 = 9.7770e-04
Validation prc-auc = 0.025036
Epoch 467
Validation prc-auc = 0.025662
Epoch 468
Validation prc-auc = 0.026248
Epoch 469
Validation prc-auc = 0.027707
Epoch 470
Validation prc-auc = 0.028595
Epoch 471
Loss = 2.4198e-01, PNorm = 118.5937, GNorm = 3.4155, lr_0 = 9.7746e-04
Loss = 5.5631e-02, PNorm = 118.6170, GNorm = 0.8939, lr_0 = 9.7744e-04
Validation prc-auc = 0.026675
Epoch 472
Validation prc-auc = 0.023963
Epoch 473
Validation prc-auc = 0.022624
Epoch 474
Validation prc-auc = 0.023260
Epoch 475
Validation prc-auc = 0.023649
Epoch 476
Loss = 2.3293e-02, PNorm = 118.8870, GNorm = 0.2762, lr_0 = 9.7721e-04
Validation prc-auc = 0.023542
Epoch 477
Validation prc-auc = 0.023254
Epoch 478
Validation prc-auc = 0.023193
Epoch 479
Validation prc-auc = 0.024525
Epoch 480
Validation prc-auc = 0.024627
Epoch 481
Loss = 4.4105e-02, PNorm = 119.1606, GNorm = 0.7150, lr_0 = 9.7695e-04
Validation prc-auc = 0.025098
Epoch 482
Validation prc-auc = 0.025433
Epoch 483
Validation prc-auc = 0.025932
Epoch 484
Validation prc-auc = 0.026693
Epoch 485
Loss = 1.3971e-01, PNorm = 119.4028, GNorm = 0.6777, lr_0 = 9.7673e-04
Loss = 1.6665e+00, PNorm = 119.4107, GNorm = 11.8802, lr_0 = 9.7671e-04
Validation prc-auc = 0.028415
Epoch 486
Validation prc-auc = 0.028577
Epoch 487
Validation prc-auc = 0.027447
Epoch 488
Validation prc-auc = 0.026143
Epoch 489
Validation prc-auc = 0.024575
Epoch 490
Loss = 4.9113e-02, PNorm = 119.6493, GNorm = 0.6607, lr_0 = 9.7647e-04
Loss = 5.4972e-02, PNorm = 119.6656, GNorm = 1.6675, lr_0 = 9.7645e-04
Validation prc-auc = 0.024406
Epoch 491
Validation prc-auc = 0.025047
Epoch 492
Validation prc-auc = 0.027744
Epoch 493
Validation prc-auc = 0.030387
Epoch 494
Validation prc-auc = 0.031208
Epoch 495
Loss = 1.4974e-01, PNorm = 119.8415, GNorm = 1.0731, lr_0 = 9.7623e-04
Validation prc-auc = 0.031497
Epoch 496
Validation prc-auc = 0.032412
Epoch 497
Validation prc-auc = 0.033395
Epoch 498
Validation prc-auc = 0.033254
Epoch 499
Loss = 3.9073e-02, PNorm = 119.9661, GNorm = 0.1891, lr_0 = 9.7599e-04
Validation prc-auc = 0.034020
Epoch 500
Validation prc-auc = 0.034441
Epoch 501
Validation prc-auc = 0.034412
Epoch 502
Validation prc-auc = 0.035233
Epoch 503
Validation prc-auc = 0.033218
Epoch 504
Loss = 2.0998e-02, PNorm = 120.0435, GNorm = 2.2712, lr_0 = 9.7574e-04
Loss = 1.1565e-03, PNorm = 120.0481, GNorm = 0.0344, lr_0 = 9.7573e-04
Validation prc-auc = 0.033228
Epoch 505
Validation prc-auc = 0.033280
Epoch 506
Validation prc-auc = 0.032925
Epoch 507
Validation prc-auc = 0.032874
Epoch 508
Validation prc-auc = 0.032785
Epoch 509
Loss = 5.2691e-02, PNorm = 120.1124, GNorm = 1.1248, lr_0 = 9.7550e-04
Validation prc-auc = 0.033532
Epoch 510
Validation prc-auc = 0.033903
Epoch 511
Validation prc-auc = 0.034696
Epoch 512
Validation prc-auc = 0.035462
Epoch 513
Validation prc-auc = 0.035290
Epoch 514
Loss = 1.7482e-02, PNorm = 120.1760, GNorm = 0.2680, lr_0 = 9.7524e-04
Validation prc-auc = 0.035373
Epoch 515
Validation prc-auc = 0.035462
Epoch 516
Validation prc-auc = 0.034948
Epoch 517
Validation prc-auc = 0.034109
Epoch 518
Loss = 2.6167e-02, PNorm = 120.2507, GNorm = 2.6445, lr_0 = 9.7502e-04
Loss = 3.5041e-03, PNorm = 120.2563, GNorm = 0.2165, lr_0 = 9.7500e-04
Validation prc-auc = 0.033390
Epoch 519
Validation prc-auc = 0.032456
Epoch 520
Validation prc-auc = 0.032282
Epoch 521
Validation prc-auc = 0.031996
Epoch 522
Validation prc-auc = 0.031523
Epoch 523
Loss = 3.9427e-03, PNorm = 120.3536, GNorm = 0.0369, lr_0 = 9.7476e-04
Loss = 4.2217e-04, PNorm = 120.3600, GNorm = 0.0130, lr_0 = 9.7474e-04
Validation prc-auc = 0.031390
Epoch 524
Validation prc-auc = 0.031488
Epoch 525
Validation prc-auc = 0.031132
Epoch 526
Validation prc-auc = 0.033189
Epoch 527
Validation prc-auc = 0.036650
Epoch 528
Loss = 1.1631e-01, PNorm = 120.4070, GNorm = 3.6503, lr_0 = 9.7452e-04
Validation prc-auc = 0.035703
Epoch 529
Validation prc-auc = 0.032773
Epoch 530
Validation prc-auc = 0.031387
Epoch 531
Validation prc-auc = 0.032673
Epoch 532
Validation prc-auc = 0.036525
Epoch 533
Loss = 7.0391e-02, PNorm = 120.5240, GNorm = 0.8005, lr_0 = 9.7426e-04
Validation prc-auc = 0.039395
Epoch 534
Validation prc-auc = 0.039797
Epoch 535
Validation prc-auc = 0.039424
Epoch 536
Validation prc-auc = 0.037277
Epoch 537
Loss = 2.6638e-02, PNorm = 120.6868, GNorm = 0.2960, lr_0 = 9.7403e-04
Loss = 4.5791e-02, PNorm = 120.7022, GNorm = 0.5707, lr_0 = 9.7401e-04
Validation prc-auc = 0.035756
Epoch 538
Validation prc-auc = 0.034224
Epoch 539
Validation prc-auc = 0.034314
Epoch 540
Validation prc-auc = 0.036196
Epoch 541
Validation prc-auc = 0.037283
Epoch 542
Loss = 7.4653e-02, PNorm = 120.8278, GNorm = 1.0688, lr_0 = 9.7379e-04
Validation prc-auc = 0.037543
Epoch 543
Validation prc-auc = 0.036616
Epoch 544
Validation prc-auc = 0.036374
Epoch 545
Validation prc-auc = 0.035922
Epoch 546
Validation prc-auc = 0.036009
Epoch 547
Loss = 3.1876e-02, PNorm = 120.9397, GNorm = 0.3794, lr_0 = 9.7353e-04
Validation prc-auc = 0.035992
Epoch 548
Validation prc-auc = 0.035573
Epoch 549
Validation prc-auc = 0.036492
Epoch 550
Validation prc-auc = 0.037634
Epoch 551
Loss = 6.3586e-03, PNorm = 121.0275, GNorm = 0.0777, lr_0 = 9.7331e-04
Loss = 6.4532e-03, PNorm = 121.0332, GNorm = 0.1549, lr_0 = 9.7329e-04
Validation prc-auc = 0.037503
Epoch 552
Validation prc-auc = 0.036590
Epoch 553
Validation prc-auc = 0.036638
Epoch 554
Validation prc-auc = 0.037071
Epoch 555
Validation prc-auc = 0.037273
Epoch 556
Loss = 6.4864e-03, PNorm = 121.0888, GNorm = 0.0667, lr_0 = 9.7305e-04
Loss = 3.2139e-02, PNorm = 121.0941, GNorm = 3.4880, lr_0 = 9.7303e-04
Validation prc-auc = 0.037469
Epoch 557
Validation prc-auc = 0.037341
Epoch 558
Validation prc-auc = 0.037335
Epoch 559
Validation prc-auc = 0.036604
Epoch 560
Validation prc-auc = 0.035746
Epoch 561
Loss = 4.6137e-03, PNorm = 121.1717, GNorm = 0.2279, lr_0 = 9.7281e-04
Validation prc-auc = 0.033707
Epoch 562
Validation prc-auc = 0.032292
Epoch 563
Validation prc-auc = 0.029843
Epoch 564
Validation prc-auc = 0.027479
Epoch 565
Validation prc-auc = 0.023863
Epoch 566
Loss = 1.3537e-02, PNorm = 121.3977, GNorm = 0.4761, lr_0 = 9.7255e-04
Validation prc-auc = 0.021861
Epoch 567
Validation prc-auc = 0.022567
Epoch 568
Validation prc-auc = 0.023183
Epoch 569
Validation prc-auc = 0.023048
Epoch 570
Loss = 5.4711e-02, PNorm = 121.6089, GNorm = 1.2911, lr_0 = 9.7232e-04
Loss = 1.4310e-02, PNorm = 121.6221, GNorm = 0.3834, lr_0 = 9.7231e-04
Validation prc-auc = 0.023640
Epoch 571
Validation prc-auc = 0.024235
Epoch 572
Validation prc-auc = 0.024979
Epoch 573
Validation prc-auc = 0.026013
Epoch 574
Validation prc-auc = 0.026991
Epoch 575
Loss = 7.9307e-02, PNorm = 121.7720, GNorm = 0.5496, lr_0 = 9.7208e-04
Validation prc-auc = 0.027902
Epoch 576
Validation prc-auc = 0.028016
Epoch 577
Validation prc-auc = 0.027596
Epoch 578
Validation prc-auc = 0.027250
Epoch 579
Validation prc-auc = 0.027366
Epoch 580
Loss = 1.4938e-02, PNorm = 121.9038, GNorm = 1.0640, lr_0 = 9.7182e-04
Validation prc-auc = 0.026825
Epoch 581
Validation prc-auc = 0.028531
Epoch 582
Validation prc-auc = 0.038380
Epoch 583
Validation prc-auc = 0.036679
Epoch 584
Loss = 1.3080e-01, PNorm = 122.1365, GNorm = 2.0089, lr_0 = 9.7160e-04
Loss = 6.3953e-03, PNorm = 122.1688, GNorm = 0.1723, lr_0 = 9.7158e-04
Validation prc-auc = 0.082241
Epoch 585
Validation prc-auc = 0.036319
Epoch 586
Validation prc-auc = 0.034610
Epoch 587
Validation prc-auc = 0.036525
Epoch 588
Validation prc-auc = 0.037280
Epoch 589
Loss = 1.4844e-01, PNorm = 122.5788, GNorm = 0.8403, lr_0 = 9.7134e-04
Loss = 4.9135e-01, PNorm = 122.6028, GNorm = 4.4487, lr_0 = 9.7132e-04
Validation prc-auc = 0.036115
Epoch 590
Validation prc-auc = 0.032554
Epoch 591
Validation prc-auc = 0.029551
Epoch 592
Validation prc-auc = 0.028410
Epoch 593
Validation prc-auc = 0.029740
Epoch 594
Loss = 2.9662e-02, PNorm = 122.8758, GNorm = 0.7317, lr_0 = 9.7110e-04
Validation prc-auc = 0.031112
Epoch 595
Validation prc-auc = 0.028701
Epoch 596
Validation prc-auc = 0.025637
Epoch 597
Validation prc-auc = 0.024905
Epoch 598
Validation prc-auc = 0.025044
Epoch 599
Loss = 6.8762e-02, PNorm = 123.0963, GNorm = 1.6107, lr_0 = 9.7084e-04
Validation prc-auc = 0.026136
Epoch 600
Validation prc-auc = 0.027213
Epoch 601
Validation prc-auc = 0.028338
Epoch 602
Validation prc-auc = 0.029039
Epoch 603
Loss = 6.2120e-02, PNorm = 123.2666, GNorm = 0.5324, lr_0 = 9.7062e-04
Loss = 8.6140e-04, PNorm = 123.2834, GNorm = 0.0706, lr_0 = 9.7060e-04
Validation prc-auc = 0.029102
Epoch 604
Validation prc-auc = 0.029661
Epoch 605
Validation prc-auc = 0.030360
Epoch 606
Validation prc-auc = 0.031335
Epoch 607
Validation prc-auc = 0.029852
Epoch 608
Loss = 4.5901e-02, PNorm = 123.4561, GNorm = 1.1740, lr_0 = 9.7036e-04
Validation prc-auc = 0.029383
Epoch 609
Validation prc-auc = 0.030651
Epoch 610
Validation prc-auc = 0.030639
Epoch 611
Validation prc-auc = 0.031346
Epoch 612
Validation prc-auc = 0.030761
Epoch 613
Loss = 7.9768e-03, PNorm = 123.5937, GNorm = 0.3469, lr_0 = 9.7012e-04
Validation prc-auc = 0.029850
Epoch 614
Validation prc-auc = 0.028298
Epoch 615
Validation prc-auc = 0.028281
Epoch 616
Validation prc-auc = 0.027612
Epoch 617
Loss = 9.3153e-02, PNorm = 123.8403, GNorm = 0.9997, lr_0 = 9.6990e-04
Loss = 3.5815e-02, PNorm = 123.8579, GNorm = 1.1176, lr_0 = 9.6988e-04
Validation prc-auc = 0.027060
Epoch 618
Validation prc-auc = 0.026971
Epoch 619
Validation prc-auc = 0.028338
Epoch 620
Validation prc-auc = 0.030575
Epoch 621
Validation prc-auc = 0.032026
Epoch 622
Loss = 3.6488e-02, PNorm = 124.1034, GNorm = 1.0429, lr_0 = 9.6964e-04
Loss = 1.5042e-03, PNorm = 124.1192, GNorm = 0.0470, lr_0 = 9.6962e-04
Validation prc-auc = 0.034572
Epoch 623
Validation prc-auc = 0.035430
Epoch 624
Validation prc-auc = 0.033318
Epoch 625
Validation prc-auc = 0.030183
Epoch 626
Validation prc-auc = 0.028708
Epoch 627
Loss = 1.7840e-02, PNorm = 124.2797, GNorm = 0.4546, lr_0 = 9.6940e-04
Validation prc-auc = 0.027719
Epoch 628
Validation prc-auc = 0.027129
Epoch 629
Validation prc-auc = 0.027028
Epoch 630
Validation prc-auc = 0.026821
Epoch 631
Validation prc-auc = 0.026941
Epoch 632
Loss = 3.0433e-03, PNorm = 124.3827, GNorm = 0.0563, lr_0 = 9.6914e-04
Validation prc-auc = 0.026631
Epoch 633
Validation prc-auc = 0.026928
Epoch 634
Validation prc-auc = 0.026294
Epoch 635
Validation prc-auc = 0.024894
Epoch 636
Loss = 8.1959e-02, PNorm = 124.4658, GNorm = 0.2150, lr_0 = 9.6892e-04
Loss = 7.6209e-03, PNorm = 124.4770, GNorm = 0.3551, lr_0 = 9.6890e-04
Validation prc-auc = 0.024737
Epoch 637
Validation prc-auc = 0.025416
Epoch 638
Validation prc-auc = 0.025766
Epoch 639
Validation prc-auc = 0.026119
Epoch 640
Validation prc-auc = 0.026040
Epoch 641
Loss = 1.0598e-01, PNorm = 124.6219, GNorm = 3.2223, lr_0 = 9.6866e-04
Validation prc-auc = 0.029995
Epoch 642
Validation prc-auc = 0.031221
Epoch 643
Validation prc-auc = 0.032389
Epoch 644
Validation prc-auc = 0.034392
Epoch 645
Validation prc-auc = 0.035778
Epoch 646
Loss = 9.9307e-03, PNorm = 124.7637, GNorm = 0.1295, lr_0 = 9.6842e-04
Validation prc-auc = 0.035808
Epoch 647
Validation prc-auc = 0.035647
Epoch 648
Validation prc-auc = 0.034177
Epoch 649
Validation prc-auc = 0.031908
Epoch 650
Loss = 1.5830e-02, PNorm = 124.8564, GNorm = 1.5733, lr_0 = 9.6820e-04
Loss = 5.8864e-01, PNorm = 124.8616, GNorm = 6.9557, lr_0 = 9.6818e-04
Validation prc-auc = 0.030900
Epoch 651
Validation prc-auc = 0.030495
Epoch 652
Validation prc-auc = 0.031568
Epoch 653
Validation prc-auc = 0.031734
Epoch 654
Validation prc-auc = 0.032924
Epoch 655
Loss = 1.4528e-02, PNorm = 125.0097, GNorm = 0.4839, lr_0 = 9.6794e-04
Loss = 1.0685e-02, PNorm = 125.0222, GNorm = 0.7942, lr_0 = 9.6792e-04
Validation prc-auc = 0.034260
Epoch 656
Validation prc-auc = 0.036218
Epoch 657
Validation prc-auc = 0.037401
Epoch 658
Validation prc-auc = 0.037287
Epoch 659
Validation prc-auc = 0.037819
Epoch 660
Loss = 3.9265e-02, PNorm = 125.1440, GNorm = 1.3497, lr_0 = 9.6770e-04
Validation prc-auc = 0.038155
Epoch 661
Validation prc-auc = 0.037885
Epoch 662
Validation prc-auc = 0.035449
Epoch 663
Validation prc-auc = 0.035455
Epoch 664
Validation prc-auc = 0.036129
Epoch 665
Loss = 7.4171e-02, PNorm = 125.2366, GNorm = 0.9602, lr_0 = 9.6744e-04
Validation prc-auc = 0.036760
Epoch 666
Validation prc-auc = 0.038089
Epoch 667
Validation prc-auc = 0.039569
Epoch 668
Validation prc-auc = 0.040366
Epoch 669
Loss = 1.9436e-02, PNorm = 125.3117, GNorm = 0.3572, lr_0 = 9.6722e-04
Loss = 1.6406e-02, PNorm = 125.3189, GNorm = 0.4883, lr_0 = 9.6720e-04
Validation prc-auc = 0.039926
Epoch 670
Validation prc-auc = 0.039798
Epoch 671
Validation prc-auc = 0.039271
Epoch 672
Validation prc-auc = 0.038900
Epoch 673
Validation prc-auc = 0.038393
Epoch 674
Loss = 6.0169e-03, PNorm = 125.4128, GNorm = 0.1481, lr_0 = 9.6696e-04
Validation prc-auc = 0.038029
Epoch 675
Validation prc-auc = 0.036841
Epoch 676
Validation prc-auc = 0.034387
Epoch 677
Validation prc-auc = 0.033662
Epoch 678
Validation prc-auc = 0.033212
Epoch 679
Loss = 7.7760e-03, PNorm = 125.4846, GNorm = 0.2492, lr_0 = 9.6672e-04
Validation prc-auc = 0.032920
Epoch 680
Validation prc-auc = 0.033286
Epoch 681
Validation prc-auc = 0.032318
Epoch 682
Validation prc-auc = 0.032443
Epoch 683
Loss = 8.2061e-03, PNorm = 125.5688, GNorm = 0.2667, lr_0 = 9.6648e-04
Validation prc-auc = 0.031307
Epoch 684
Validation prc-auc = 0.031381
Epoch 685
Validation prc-auc = 0.030321
Epoch 686
Validation prc-auc = 0.029246
Epoch 687
Validation prc-auc = 0.028594
Epoch 688
Loss = 4.6935e-02, PNorm = 125.6267, GNorm = 0.6530, lr_0 = 9.6624e-04
Loss = 3.3222e-02, PNorm = 125.6320, GNorm = 1.6350, lr_0 = 9.6622e-04
Validation prc-auc = 0.028026
Epoch 689
Validation prc-auc = 0.026829
Epoch 690
Validation prc-auc = 0.026286
Epoch 691
Validation prc-auc = 0.026515
Epoch 692
Validation prc-auc = 0.026581
Epoch 693
Loss = 1.1534e-03, PNorm = 125.7036, GNorm = 0.0471, lr_0 = 9.6600e-04
Validation prc-auc = 0.026572
Epoch 694
Validation prc-auc = 0.026794
Epoch 695
Validation prc-auc = 0.029152
Epoch 696
Validation prc-auc = 0.030333
Epoch 697
Validation prc-auc = 0.030813
Epoch 698
Loss = 1.3721e-02, PNorm = 125.7479, GNorm = 0.5603, lr_0 = 9.6574e-04
Validation prc-auc = 0.030979
Epoch 699
Validation prc-auc = 0.031488
Epoch 700
Validation prc-auc = 0.032463
Epoch 701
Validation prc-auc = 0.032758
Epoch 702
Loss = 9.8873e-03, PNorm = 125.7902, GNorm = 0.6092, lr_0 = 9.6552e-04
Loss = 7.7253e-03, PNorm = 125.7938, GNorm = 0.4703, lr_0 = 9.6550e-04
Validation prc-auc = 0.032847
Epoch 703
Validation prc-auc = 0.032770
Epoch 704
Validation prc-auc = 0.032525
Epoch 705
Validation prc-auc = 0.034494
Epoch 706
Validation prc-auc = 0.035599
Epoch 707
Loss = 3.8661e-03, PNorm = 125.8369, GNorm = 0.0746, lr_0 = 9.6526e-04
Loss = 7.1396e-03, PNorm = 125.8416, GNorm = 0.1981, lr_0 = 9.6525e-04
Validation prc-auc = 0.035781
Epoch 708
Validation prc-auc = 0.034975
Epoch 709
Validation prc-auc = 0.034783
Epoch 710
Validation prc-auc = 0.033952
Epoch 711
Validation prc-auc = 0.033941
Epoch 712
Loss = 1.6343e-03, PNorm = 125.8873, GNorm = 0.0369, lr_0 = 9.6502e-04
Validation prc-auc = 0.033145
Epoch 713
Validation prc-auc = 0.033280
Epoch 714
Validation prc-auc = 0.033275
Epoch 715
Validation prc-auc = 0.033326
Epoch 716
Loss = 4.1403e-02, PNorm = 125.9298, GNorm = 0.0102, lr_0 = 9.6479e-04
Validation prc-auc = 0.033617
Epoch 717
Validation prc-auc = 0.034281
Epoch 718
Validation prc-auc = 0.034696
Epoch 719
Validation prc-auc = 0.033061
Epoch 720
Validation prc-auc = 0.033628
Epoch 721
Loss = 2.2528e-02, PNorm = 125.9831, GNorm = 0.8541, lr_0 = 9.6455e-04
Loss = 2.6775e-03, PNorm = 125.9887, GNorm = 0.2230, lr_0 = 9.6453e-04
Validation prc-auc = 0.033897
Epoch 722
Validation prc-auc = 0.033758
Epoch 723
Validation prc-auc = 0.033302
Epoch 724
Validation prc-auc = 0.033192
Epoch 725
Validation prc-auc = 0.033487
Epoch 726
Loss = 2.6067e-03, PNorm = 126.0396, GNorm = 0.0917, lr_0 = 9.6431e-04
Validation prc-auc = 0.033892
Epoch 727
Validation prc-auc = 0.034256
Epoch 728
Validation prc-auc = 0.033659
Epoch 729
Validation prc-auc = 0.032860
Epoch 730
Validation prc-auc = 0.032442
Epoch 731
Loss = 5.1314e-02, PNorm = 126.0598, GNorm = 2.4973, lr_0 = 9.6405e-04
Validation prc-auc = 0.038986
Epoch 732
Validation prc-auc = 0.041359
Epoch 733
Validation prc-auc = 0.042030
Epoch 734
Validation prc-auc = 0.046090
Epoch 735
Loss = 1.5166e-03, PNorm = 126.1200, GNorm = 0.0405, lr_0 = 9.6383e-04
Loss = 2.5634e-03, PNorm = 126.1286, GNorm = 0.0700, lr_0 = 9.6381e-04
Validation prc-auc = 0.043874
Epoch 736
Validation prc-auc = 0.040493
Epoch 737
Validation prc-auc = 0.040552
Epoch 738
Validation prc-auc = 0.038941
Epoch 739
Validation prc-auc = 0.037869
Epoch 740
Loss = 1.6451e-03, PNorm = 126.2737, GNorm = 0.0406, lr_0 = 9.6357e-04
Loss = 3.6922e-04, PNorm = 126.2833, GNorm = 0.0153, lr_0 = 9.6355e-04
Validation prc-auc = 0.036571
Epoch 741
Validation prc-auc = 0.035484
Epoch 742
Validation prc-auc = 0.033796
Epoch 743
Validation prc-auc = 0.033350
Epoch 744
Validation prc-auc = 0.032759
Epoch 745
Loss = 1.0937e-03, PNorm = 126.3711, GNorm = 0.0238, lr_0 = 9.6333e-04
Validation prc-auc = 0.032609
Epoch 746
Validation prc-auc = 0.032660
Epoch 747
Validation prc-auc = 0.031404
Epoch 748
Validation prc-auc = 0.031514
Epoch 749
Loss = 2.1642e-02, PNorm = 126.4525, GNorm = 0.0217, lr_0 = 9.6309e-04
Validation prc-auc = 0.030841
Epoch 750
Validation prc-auc = 0.030141
Epoch 751
Validation prc-auc = 0.031684
Epoch 752
Validation prc-auc = 0.032329
Epoch 753
Validation prc-auc = 0.030447
Epoch 754
Loss = 4.1234e-02, PNorm = 126.5370, GNorm = 0.1082, lr_0 = 9.6285e-04
Loss = 1.0595e-01, PNorm = 126.5509, GNorm = 5.1697, lr_0 = 9.6284e-04
Validation prc-auc = 0.029963
Epoch 755
Validation prc-auc = 0.026835
Epoch 756
Validation prc-auc = 0.025224
Epoch 757
Validation prc-auc = 0.024805
Epoch 758
Validation prc-auc = 0.023847
Epoch 759
Loss = 4.1632e-02, PNorm = 126.8394, GNorm = 1.7416, lr_0 = 9.6262e-04
Validation prc-auc = 0.022284
Epoch 760
Validation prc-auc = 0.020886
Epoch 761
Validation prc-auc = 0.021518
Epoch 762
Validation prc-auc = 0.023394
Epoch 763
Validation prc-auc = 0.026027
Epoch 764
Loss = 2.7125e-01, PNorm = 127.2389, GNorm = 2.0164, lr_0 = 9.6236e-04
Validation prc-auc = 0.027287
Epoch 765
Validation prc-auc = 0.032941
Epoch 766
Validation prc-auc = 0.032326
Epoch 767
Validation prc-auc = 0.031878
Epoch 768
Loss = 2.8915e-02, PNorm = 127.6587, GNorm = 0.6073, lr_0 = 9.6214e-04
Loss = 2.5878e-01, PNorm = 127.6867, GNorm = 2.7229, lr_0 = 9.6212e-04
Validation prc-auc = 0.033790
Epoch 769
Validation prc-auc = 0.033128
Epoch 770
Validation prc-auc = 0.030778
Epoch 771
Validation prc-auc = 0.028410
Epoch 772
Validation prc-auc = 0.028339
Epoch 773
Loss = 5.2834e-02, PNorm = 128.0030, GNorm = 0.7390, lr_0 = 9.6188e-04
Loss = 3.3922e-01, PNorm = 128.0244, GNorm = 5.6302, lr_0 = 9.6186e-04
Validation prc-auc = 0.031583
Epoch 774
Validation prc-auc = 0.033589
Epoch 775
Validation prc-auc = 0.035857
Epoch 776
Validation prc-auc = 0.037101
Epoch 777
Validation prc-auc = 0.035157
Epoch 778
Loss = 5.1624e-02, PNorm = 128.2939, GNorm = 0.3159, lr_0 = 9.6164e-04
Validation prc-auc = 0.035557
Epoch 779
Validation prc-auc = 0.036149
Epoch 780
Validation prc-auc = 0.034281
Epoch 781
Validation prc-auc = 0.033702
Epoch 782
Validation prc-auc = 0.034184
Epoch 783
Loss = 3.0906e-02, PNorm = 128.5441, GNorm = 0.7137, lr_0 = 9.6139e-04
Validation prc-auc = 0.034756
Epoch 784
Validation prc-auc = 0.034381
Epoch 785
Validation prc-auc = 0.035412
Epoch 786
Validation prc-auc = 0.033871
Epoch 787
Loss = 1.1937e-02, PNorm = 128.7064, GNorm = 0.7022, lr_0 = 9.6117e-04
Loss = 1.2915e-02, PNorm = 128.7194, GNorm = 0.2117, lr_0 = 9.6115e-04
Validation prc-auc = 0.032643
Epoch 788
Validation prc-auc = 0.031038
Epoch 789
Validation prc-auc = 0.030986
Epoch 790
Validation prc-auc = 0.029826
Epoch 791
Validation prc-auc = 0.029044
Epoch 792
Loss = 5.2462e-03, PNorm = 128.8472, GNorm = 0.2532, lr_0 = 9.6093e-04
Validation prc-auc = 0.027180
Epoch 793
Validation prc-auc = 0.027296
Epoch 794
Validation prc-auc = 0.029123
Epoch 795
Validation prc-auc = 0.029458
Epoch 796
Validation prc-auc = 0.030306
Epoch 797
Loss = 3.0309e-02, PNorm = 128.9682, GNorm = 1.1974, lr_0 = 9.6067e-04
Validation prc-auc = 0.031133
Epoch 798
Validation prc-auc = 0.031028
Epoch 799
Validation prc-auc = 0.030761
Epoch 800
Validation prc-auc = 0.030453
Epoch 801
Loss = 5.2436e-02, PNorm = 129.0540, GNorm = 0.2992, lr_0 = 9.6045e-04
Loss = 6.1412e-03, PNorm = 129.0618, GNorm = 0.1705, lr_0 = 9.6043e-04
Validation prc-auc = 0.030698
Epoch 802
Validation prc-auc = 0.030501
Epoch 803
Validation prc-auc = 0.029851
Epoch 804
Validation prc-auc = 0.029781
Epoch 805
Validation prc-auc = 0.029902
Epoch 806
Loss = 1.7620e-03, PNorm = 129.1770, GNorm = 0.1271, lr_0 = 9.6019e-04
Loss = 8.4240e-04, PNorm = 129.1834, GNorm = 0.0510, lr_0 = 9.6018e-04
Validation prc-auc = 0.029721
Epoch 807
Validation prc-auc = 0.030563
Epoch 808
Validation prc-auc = 0.032291
Epoch 809
Validation prc-auc = 0.033184
Epoch 810
Validation prc-auc = 0.032918
Epoch 811
Loss = 1.0439e-01, PNorm = 129.2213, GNorm = 1.5829, lr_0 = 9.5996e-04
Validation prc-auc = 0.032615
Epoch 812
Validation prc-auc = 0.031398
Epoch 813
Validation prc-auc = 0.030641
Epoch 814
Validation prc-auc = 0.029292
Epoch 815
Validation prc-auc = 0.028640
Epoch 816
Loss = 4.0466e-02, PNorm = 129.3256, GNorm = 0.5701, lr_0 = 9.5970e-04
Validation prc-auc = 0.028726
Epoch 817
Validation prc-auc = 0.028969
Epoch 818
Validation prc-auc = 0.035215
Epoch 819
Validation prc-auc = 0.034494
Epoch 820
Loss = 7.0769e-02, PNorm = 129.4736, GNorm = 0.6690, lr_0 = 9.5948e-04
Loss = 7.6397e-03, PNorm = 129.5029, GNorm = 0.2074, lr_0 = 9.5946e-04
Validation prc-auc = 0.027566
Epoch 821
Validation prc-auc = 0.024055
Epoch 822
Validation prc-auc = 0.022814
Epoch 823
Validation prc-auc = 0.022081
Epoch 824
Validation prc-auc = 0.022099
Epoch 825
Loss = 7.9307e-02, PNorm = 129.8893, GNorm = 1.0037, lr_0 = 9.5924e-04
Validation prc-auc = 0.022758
Epoch 826
Validation prc-auc = 0.023436
Epoch 827
Validation prc-auc = 0.021130
Epoch 828
Validation prc-auc = 0.019097
Epoch 829
Validation prc-auc = 0.018537
Epoch 830
Loss = 1.4392e-01, PNorm = 130.3368, GNorm = 3.4606, lr_0 = 9.5899e-04
Validation prc-auc = 0.018757
Epoch 831
Validation prc-auc = 0.019202
Epoch 832
Validation prc-auc = 0.019929
Epoch 833
Validation prc-auc = 0.023941
Epoch 834
Loss = 1.4839e-01, PNorm = 130.6161, GNorm = 1.0998, lr_0 = 9.5877e-04
Loss = 3.1561e-03, PNorm = 130.6333, GNorm = 0.1209, lr_0 = 9.5875e-04
Validation prc-auc = 0.026356
Epoch 835
Validation prc-auc = 0.029061
Epoch 836
Validation prc-auc = 0.031007
Epoch 837
Validation prc-auc = 0.032343
Epoch 838
Validation prc-auc = 0.029248
Epoch 839
Loss = 2.7674e-02, PNorm = 130.8371, GNorm = 0.6721, lr_0 = 9.5851e-04
Loss = 4.7439e-03, PNorm = 130.8483, GNorm = 0.1699, lr_0 = 9.5849e-04
Validation prc-auc = 0.029366
Epoch 840
Validation prc-auc = 0.032397
Epoch 841
Validation prc-auc = 0.033181
Epoch 842
Validation prc-auc = 0.031926
Epoch 843
Validation prc-auc = 0.026240
Epoch 844
Loss = 1.0563e-01, PNorm = 131.0568, GNorm = 1.3737, lr_0 = 9.5827e-04
Validation prc-auc = 0.025058
Epoch 845
Validation prc-auc = 0.027150
Epoch 846
Validation prc-auc = 0.029484
Epoch 847
Validation prc-auc = 0.029768
Epoch 848
Validation prc-auc = 0.029963
Epoch 849
Loss = 7.8354e-02, PNorm = 131.6755, GNorm = 1.0548, lr_0 = 9.5802e-04
Validation prc-auc = 0.030665
Epoch 850
Validation prc-auc = 0.031822
Epoch 851
Validation prc-auc = 0.032388
Epoch 852
Validation prc-auc = 0.029648
Epoch 853
Loss = 9.8614e-02, PNorm = 131.9897, GNorm = 2.2344, lr_0 = 9.5780e-04
Loss = 3.3046e-03, PNorm = 132.0102, GNorm = 0.0928, lr_0 = 9.5778e-04
Validation prc-auc = 0.028630
Epoch 854
Validation prc-auc = 0.031977
Epoch 855
Validation prc-auc = 0.032422
Epoch 856
Validation prc-auc = 0.026837
Epoch 857
Validation prc-auc = 0.024648
Epoch 858
Loss = 4.0242e-02, PNorm = 132.3001, GNorm = 1.1953, lr_0 = 9.5754e-04
Validation prc-auc = 0.023422
Epoch 859
Validation prc-auc = 0.023294
Epoch 860
Validation prc-auc = 0.023318
Epoch 861
Validation prc-auc = 0.023367
Epoch 862
Validation prc-auc = 0.023391
Epoch 863
Loss = 2.0784e-02, PNorm = 132.5339, GNorm = 0.7294, lr_0 = 9.5730e-04
Validation prc-auc = 0.023363
Epoch 864
Validation prc-auc = 0.023988
Epoch 865
Validation prc-auc = 0.025070
Epoch 866
Validation prc-auc = 0.025914
Epoch 867
Loss = 3.2138e-02, PNorm = 132.6815, GNorm = 0.4123, lr_0 = 9.5708e-04
Loss = 7.3061e-03, PNorm = 132.6928, GNorm = 0.2204, lr_0 = 9.5707e-04
Validation prc-auc = 0.026993
Epoch 868
Validation prc-auc = 0.027009
Epoch 869
Validation prc-auc = 0.026917
Epoch 870
Validation prc-auc = 0.027249
Epoch 871
Validation prc-auc = 0.027200
Epoch 872
Loss = 8.1825e-03, PNorm = 132.8305, GNorm = 0.9160, lr_0 = 9.5683e-04
Loss = 6.9620e-04, PNorm = 132.8396, GNorm = 0.0271, lr_0 = 9.5681e-04
Validation prc-auc = 0.027202
Epoch 873
Validation prc-auc = 0.027711
Epoch 874
Validation prc-auc = 0.028078
Epoch 875
Validation prc-auc = 0.028057
Epoch 876
Validation prc-auc = 0.028224
Epoch 877
Loss = 6.7911e-03, PNorm = 132.9304, GNorm = 0.1672, lr_0 = 9.5659e-04
Validation prc-auc = 0.028391
Epoch 878
Validation prc-auc = 0.027983
Epoch 879
Validation prc-auc = 0.026556
Epoch 880
Validation prc-auc = 0.025504
Epoch 881
Validation prc-auc = 0.024972
Epoch 882
Loss = 1.9859e-03, PNorm = 133.0213, GNorm = 0.0370, lr_0 = 9.5634e-04
Validation prc-auc = 0.024172
Epoch 883
Validation prc-auc = 0.024068
Epoch 884
Validation prc-auc = 0.023867
Epoch 885
Validation prc-auc = 0.023615
Epoch 886
Loss = 2.1898e-03, PNorm = 133.0796, GNorm = 0.0823, lr_0 = 9.5612e-04
Loss = 1.5982e-02, PNorm = 133.0830, GNorm = 0.4699, lr_0 = 9.5610e-04
Validation prc-auc = 0.023622
Epoch 887
Validation prc-auc = 0.023624
Epoch 888
Validation prc-auc = 0.023491
Epoch 889
Validation prc-auc = 0.023388
Epoch 890
Validation prc-auc = 0.022620
Epoch 891
Loss = 1.2279e-01, PNorm = 133.1368, GNorm = 5.7100, lr_0 = 9.5586e-04
Validation prc-auc = 0.021597
Epoch 892
Validation prc-auc = 0.021198
Epoch 893
Validation prc-auc = 0.021956
Epoch 894
Validation prc-auc = 0.022323
Epoch 895
Validation prc-auc = 0.022360
Epoch 896
Loss = 4.8711e-02, PNorm = 133.2922, GNorm = 0.9510, lr_0 = 9.5563e-04
Validation prc-auc = 0.022800
Epoch 897
Validation prc-auc = 0.023953
Epoch 898
Validation prc-auc = 0.024897
Epoch 899
Validation prc-auc = 0.025105
Epoch 900
Loss = 5.1902e-03, PNorm = 133.4672, GNorm = 0.1073, lr_0 = 9.5541e-04
Loss = 3.8546e-03, PNorm = 133.4802, GNorm = 0.1830, lr_0 = 9.5539e-04
Validation prc-auc = 0.026034
Epoch 901
Validation prc-auc = 0.026663
Epoch 902
Validation prc-auc = 0.026918
Epoch 903
Validation prc-auc = 0.027033
Epoch 904
Validation prc-auc = 0.026433
Epoch 905
Loss = 1.7094e-02, PNorm = 133.6088, GNorm = 0.1768, lr_0 = 9.5515e-04
Loss = 4.0483e-03, PNorm = 133.6170, GNorm = 0.1221, lr_0 = 9.5513e-04
Validation prc-auc = 0.025761
Epoch 906
Validation prc-auc = 0.025394
Epoch 907
Validation prc-auc = 0.025187
Epoch 908
Validation prc-auc = 0.025349
Epoch 909
Validation prc-auc = 0.025524
Epoch 910
Loss = 5.9916e-03, PNorm = 133.7094, GNorm = 0.1412, lr_0 = 9.5491e-04
Validation prc-auc = 0.025860
Epoch 911
Validation prc-auc = 0.025874
Epoch 912
Validation prc-auc = 0.025533
Epoch 913
Validation prc-auc = 0.025440
Epoch 914
Validation prc-auc = 0.025831
Epoch 915
Loss = 1.8753e-03, PNorm = 133.7653, GNorm = 0.0387, lr_0 = 9.5466e-04
Validation prc-auc = 0.025877
Epoch 916
Validation prc-auc = 0.026266
Epoch 917
Validation prc-auc = 0.026348
Epoch 918
Validation prc-auc = 0.026554
Epoch 919
Loss = 7.4486e-03, PNorm = 133.8143, GNorm = 0.0071, lr_0 = 9.5444e-04
Loss = 1.3796e-04, PNorm = 133.8174, GNorm = 0.0068, lr_0 = 9.5442e-04
Validation prc-auc = 0.026730
Epoch 920
Validation prc-auc = 0.026888
Epoch 921
Validation prc-auc = 0.027056
Epoch 922
Validation prc-auc = 0.027314
Epoch 923
Validation prc-auc = 0.026637
Epoch 924
Loss = 8.2533e-03, PNorm = 133.8606, GNorm = 0.3456, lr_0 = 9.5419e-04
Validation prc-auc = 0.026298
Epoch 925
Validation prc-auc = 0.026405
Epoch 926
Validation prc-auc = 0.026286
Epoch 927
Validation prc-auc = 0.026738
Epoch 928
Validation prc-auc = 0.027398
Epoch 929
Loss = 1.0336e-02, PNorm = 133.9454, GNorm = 0.3046, lr_0 = 9.5395e-04
Validation prc-auc = 0.027379
Epoch 930
Validation prc-auc = 0.027589
Epoch 931
Validation prc-auc = 0.027305
Epoch 932
Validation prc-auc = 0.027194
Epoch 933
Loss = 2.6719e-03, PNorm = 134.0157, GNorm = 0.2720, lr_0 = 9.5371e-04
Validation prc-auc = 0.027423
Epoch 934
Validation prc-auc = 0.027557
Epoch 935
Validation prc-auc = 0.027494
Epoch 936
Validation prc-auc = 0.027017
Epoch 937
Validation prc-auc = 0.026672
Epoch 938
Loss = 2.9698e-03, PNorm = 134.0562, GNorm = 0.0942, lr_0 = 9.5348e-04
Loss = 9.2342e-04, PNorm = 134.0586, GNorm = 0.0315, lr_0 = 9.5346e-04
Validation prc-auc = 0.026316
Epoch 939
Validation prc-auc = 0.026140
Epoch 940
Validation prc-auc = 0.026176
Epoch 941
Validation prc-auc = 0.025716
Epoch 942
Validation prc-auc = 0.025648
Epoch 943
Loss = 8.5072e-04, PNorm = 134.0836, GNorm = 0.0305, lr_0 = 9.5324e-04
Validation prc-auc = 0.025800
Epoch 944
Validation prc-auc = 0.025795
Epoch 945
Validation prc-auc = 0.025781
Epoch 946
Validation prc-auc = 0.026355
Epoch 947
Validation prc-auc = 0.026539
Epoch 948
Loss = 1.3511e-02, PNorm = 134.1210, GNorm = 0.3567, lr_0 = 9.5299e-04
Validation prc-auc = 0.026535
Epoch 949
Validation prc-auc = 0.027340
Epoch 950
Validation prc-auc = 0.026935
Epoch 951
Validation prc-auc = 0.027525
Epoch 952
Loss = 4.7316e-02, PNorm = 134.1656, GNorm = 0.1679, lr_0 = 9.5277e-04
Loss = 1.5369e-03, PNorm = 134.1725, GNorm = 0.0531, lr_0 = 9.5275e-04
Validation prc-auc = 0.028260
Epoch 953
Validation prc-auc = 0.029204
Epoch 954
Validation prc-auc = 0.029399
Epoch 955
Validation prc-auc = 0.028939
Epoch 956
Validation prc-auc = 0.029279
Epoch 957
Loss = 4.6689e-03, PNorm = 134.2758, GNorm = 0.0501, lr_0 = 9.5251e-04
Loss = 6.1530e-03, PNorm = 134.2833, GNorm = 0.1491, lr_0 = 9.5250e-04
Validation prc-auc = 0.029365
Epoch 958
Validation prc-auc = 0.029259
Epoch 959
Validation prc-auc = 0.028655
Epoch 960
Validation prc-auc = 0.028464
Epoch 961
Validation prc-auc = 0.025227
Epoch 962
Loss = 2.3407e-02, PNorm = 134.4348, GNorm = 0.5571, lr_0 = 9.5228e-04
Validation prc-auc = 0.021538
Epoch 963
Validation prc-auc = 0.020820
Epoch 964
Validation prc-auc = 0.022035
Epoch 965
Validation prc-auc = 0.023623
Epoch 966
Loss = 9.7698e-02, PNorm = 134.7287, GNorm = 6.2699, lr_0 = 9.5204e-04
Validation prc-auc = 0.024580
Epoch 967
Validation prc-auc = 0.023259
Epoch 968
Validation prc-auc = 0.022812
Epoch 969
Validation prc-auc = 0.023691
Epoch 970
Validation prc-auc = 0.027161
Epoch 971
Loss = 7.9866e-02, PNorm = 135.1038, GNorm = 1.8169, lr_0 = 9.5180e-04
Loss = 1.7475e-02, PNorm = 135.1369, GNorm = 0.5356, lr_0 = 9.5179e-04
Validation prc-auc = 0.030320
Epoch 972
Validation prc-auc = 0.029635
Epoch 973
Validation prc-auc = 0.027992
Epoch 974
Validation prc-auc = 0.029077
Epoch 975
Validation prc-auc = 0.028162
Epoch 976
Loss = 6.6143e-02, PNorm = 135.4912, GNorm = 0.9617, lr_0 = 9.5157e-04
Validation prc-auc = 0.028843
Epoch 977
Validation prc-auc = 0.028426
Epoch 978
Validation prc-auc = 0.027354
Epoch 979
Validation prc-auc = 0.026777
Epoch 980
Validation prc-auc = 0.027055
Epoch 981
Loss = 1.9114e-03, PNorm = 135.7334, GNorm = 0.0551, lr_0 = 9.5132e-04
Validation prc-auc = 0.026869
Epoch 982
Validation prc-auc = 0.025866
Epoch 983
Validation prc-auc = 0.025095
Epoch 984
Validation prc-auc = 0.026269
Epoch 985
Loss = 1.5302e-02, PNorm = 135.8865, GNorm = 0.5854, lr_0 = 9.5110e-04
Loss = 2.0333e-04, PNorm = 135.8986, GNorm = 0.0095, lr_0 = 9.5108e-04
Validation prc-auc = 0.027676
Epoch 986
Validation prc-auc = 0.028477
Epoch 987
Validation prc-auc = 0.029328
Epoch 988
Validation prc-auc = 0.029813
Epoch 989
Validation prc-auc = 0.030501
Epoch 990
Loss = 2.1172e-03, PNorm = 136.0469, GNorm = 0.0531, lr_0 = 9.5084e-04
Loss = 2.0166e-03, PNorm = 136.0555, GNorm = 0.0885, lr_0 = 9.5083e-04
Validation prc-auc = 0.032019
Epoch 991
Validation prc-auc = 0.031787
Epoch 992
Validation prc-auc = 0.032286
Epoch 993
Validation prc-auc = 0.031269
Epoch 994
Validation prc-auc = 0.032130
Epoch 995
Loss = 3.7596e-02, PNorm = 136.1385, GNorm = 1.4859, lr_0 = 9.5061e-04
Validation prc-auc = 0.031452
Epoch 996
Validation prc-auc = 0.028829
Epoch 997
Validation prc-auc = 0.027211
Epoch 998
Validation prc-auc = 0.026409
Epoch 999
Loss = 1.3585e-01, PNorm = 136.4060, GNorm = 0.3436, lr_0 = 9.5037e-04
Validation prc-auc = 0.024925
Epoch 1000
Validation prc-auc = 0.025757
Epoch 1001
Validation prc-auc = 0.026264
Epoch 1002
Validation prc-auc = 0.024637
Epoch 1003
Validation prc-auc = 0.024496
Epoch 1004
Loss = 1.9197e-02, PNorm = 136.7497, GNorm = 0.1579, lr_0 = 9.5014e-04
Loss = 4.3622e-04, PNorm = 136.7701, GNorm = 0.0204, lr_0 = 9.5012e-04
Validation prc-auc = 0.025550
Epoch 1005
Validation prc-auc = 0.026369
Epoch 1006
Validation prc-auc = 0.027033
Epoch 1007
Validation prc-auc = 0.025783
Epoch 1008
Validation prc-auc = 0.024656
Epoch 1009
Loss = 9.2779e-03, PNorm = 136.9994, GNorm = 0.1794, lr_0 = 9.4990e-04
Validation prc-auc = 0.025308
Epoch 1010
Validation prc-auc = 0.027132
Epoch 1011
Validation prc-auc = 0.026851
Epoch 1012
Validation prc-auc = 0.026633
Epoch 1013
Validation prc-auc = 0.026692
Epoch 1014
Loss = 2.0026e-02, PNorm = 137.2840, GNorm = 0.3145, lr_0 = 9.4965e-04
Validation prc-auc = 0.026933
Epoch 1015
Validation prc-auc = 0.026774
Epoch 1016
Validation prc-auc = 0.027561
Epoch 1017
Validation prc-auc = 0.028247
Epoch 1018
Loss = 3.7401e-02, PNorm = 137.4466, GNorm = 0.7560, lr_0 = 9.4943e-04
Loss = 1.7725e-02, PNorm = 137.4570, GNorm = 0.9357, lr_0 = 9.4941e-04
Validation prc-auc = 0.029407
Epoch 1019
Validation prc-auc = 0.030220
Epoch 1020
Validation prc-auc = 0.030390
Epoch 1021
Validation prc-auc = 0.029906
Epoch 1022
Validation prc-auc = 0.029852
Epoch 1023
Loss = 6.4866e-02, PNorm = 137.5892, GNorm = 1.9413, lr_0 = 9.4918e-04
Loss = 1.7063e-03, PNorm = 137.5981, GNorm = 0.1714, lr_0 = 9.4916e-04
Validation prc-auc = 0.030861
Epoch 1024
Validation prc-auc = 0.032650
Epoch 1025
Validation prc-auc = 0.034238
Epoch 1026
Validation prc-auc = 0.030669
Epoch 1027
Validation prc-auc = 0.023817
Epoch 1028
Loss = 1.7745e-01, PNorm = 137.8213, GNorm = 1.5374, lr_0 = 9.4894e-04
Validation prc-auc = 0.021981
Epoch 1029
Validation prc-auc = 0.021009
Epoch 1030
Validation prc-auc = 0.021640
Epoch 1031
Validation prc-auc = 0.024434
Epoch 1032
Validation prc-auc = 0.026215
Epoch 1033
Loss = 4.4165e-02, PNorm = 138.3800, GNorm = 0.5399, lr_0 = 9.4869e-04
Validation prc-auc = 0.027195
Epoch 1034
Validation prc-auc = 0.027201
Epoch 1035
Validation prc-auc = 0.028014
Epoch 1036
Validation prc-auc = 0.027934
Epoch 1037
Loss = 2.3522e-02, PNorm = 138.7816, GNorm = 0.6864, lr_0 = 9.4847e-04
Loss = 1.2163e-01, PNorm = 138.8092, GNorm = 5.7700, lr_0 = 9.4845e-04
Validation prc-auc = 0.028192
Epoch 1038
Validation prc-auc = 0.030040
Epoch 1039
Validation prc-auc = 0.030504
Epoch 1040
Validation prc-auc = 0.029965
Epoch 1041
Validation prc-auc = 0.030500
Epoch 1042
Loss = 5.0645e-02, PNorm = 139.1183, GNorm = 1.6428, lr_0 = 9.4823e-04
Validation prc-auc = 0.030846
Epoch 1043
Validation prc-auc = 0.029444
Epoch 1044
Validation prc-auc = 0.027145
Epoch 1045
Validation prc-auc = 0.024017
Epoch 1046
Validation prc-auc = 0.022035
Epoch 1047
Loss = 1.7002e-01, PNorm = 139.5291, GNorm = 1.4685, lr_0 = 9.4798e-04
Validation prc-auc = 0.021985
Epoch 1048
Validation prc-auc = 0.022683
Epoch 1049
Validation prc-auc = 0.024695
Epoch 1050
Validation prc-auc = 0.025289
Epoch 1051
Loss = 3.6010e-02, PNorm = 139.9368, GNorm = 0.6913, lr_0 = 9.4776e-04
Loss = 3.6337e-02, PNorm = 139.9651, GNorm = 0.9532, lr_0 = 9.4775e-04
Validation prc-auc = 0.025184
Epoch 1052
Validation prc-auc = 0.025301
Epoch 1053
Validation prc-auc = 0.025275
Epoch 1054
Validation prc-auc = 0.024943
Epoch 1055
Validation prc-auc = 0.026130
Epoch 1056
Loss = 1.6918e-01, PNorm = 140.3201, GNorm = 3.5262, lr_0 = 9.4751e-04
Loss = 1.4564e-04, PNorm = 140.3492, GNorm = 0.0080, lr_0 = 9.4749e-04
Validation prc-auc = 0.028518
Epoch 1057
Validation prc-auc = 0.031380
Epoch 1058
Validation prc-auc = 0.029763
Epoch 1059
Validation prc-auc = 0.031060
Epoch 1060
Validation prc-auc = 0.031100
Epoch 1061
Loss = 3.8567e-02, PNorm = 140.7169, GNorm = 0.6932, lr_0 = 9.4728e-04
Validation prc-auc = 0.030767
Epoch 1062
Validation prc-auc = 0.029975
Epoch 1063
Validation prc-auc = 0.028031
Epoch 1064
Validation prc-auc = 0.024801
Epoch 1065
Validation prc-auc = 0.023564
Epoch 1066
Loss = 3.4494e-02, PNorm = 141.0770, GNorm = 0.4341, lr_0 = 9.4702e-04
Validation prc-auc = 0.023156
Epoch 1067
Validation prc-auc = 0.022829
Epoch 1068
Validation prc-auc = 0.023344
Epoch 1069
Validation prc-auc = 0.023036
Epoch 1070
Loss = 2.6558e-02, PNorm = 141.2699, GNorm = 0.1784, lr_0 = 9.4681e-04
Loss = 1.1270e-03, PNorm = 141.2819, GNorm = 0.0537, lr_0 = 9.4679e-04
Validation prc-auc = 0.022545
Epoch 1071
Validation prc-auc = 0.022957
Epoch 1072
Validation prc-auc = 0.023018
Epoch 1073
Validation prc-auc = 0.022812
Epoch 1074
Validation prc-auc = 0.022295
Epoch 1075
Loss = 1.0017e-02, PNorm = 141.3869, GNorm = 0.5788, lr_0 = 9.4657e-04
Validation prc-auc = 0.022596
Epoch 1076
Validation prc-auc = 0.023181
Epoch 1077
Validation prc-auc = 0.023345
Epoch 1078
Validation prc-auc = 0.023152
Epoch 1079
Validation prc-auc = 0.024260
Epoch 1080
Loss = 6.2747e-02, PNorm = 141.4507, GNorm = 0.9177, lr_0 = 9.4632e-04
Validation prc-auc = 0.024482
Epoch 1081
Validation prc-auc = 0.024440
Epoch 1082
Validation prc-auc = 0.024566
Epoch 1083
Validation prc-auc = 0.024684
Epoch 1084
Loss = 2.5502e-02, PNorm = 141.5318, GNorm = 0.6501, lr_0 = 9.4610e-04
Loss = 8.0677e-04, PNorm = 141.5389, GNorm = 0.0267, lr_0 = 9.4608e-04
Validation prc-auc = 0.024552
Epoch 1085
Validation prc-auc = 0.024278
Epoch 1086
Validation prc-auc = 0.024280
Epoch 1087
Validation prc-auc = 0.024402
Epoch 1088
Validation prc-auc = 0.024896
Epoch 1089
Loss = 8.1580e-03, PNorm = 141.6268, GNorm = 0.2943, lr_0 = 9.4585e-04
Loss = 9.1074e-03, PNorm = 141.6337, GNorm = 0.2577, lr_0 = 9.4583e-04
Validation prc-auc = 0.026261
Epoch 1090
Validation prc-auc = 0.028496
Epoch 1091
Validation prc-auc = 0.030568
Epoch 1092
Validation prc-auc = 0.029564
Epoch 1093
Validation prc-auc = 0.028994
Epoch 1094
Loss = 6.6463e-03, PNorm = 141.7125, GNorm = 0.1681, lr_0 = 9.4561e-04
Validation prc-auc = 0.028913
Epoch 1095
Validation prc-auc = 0.028925
Epoch 1096
Validation prc-auc = 0.028956
Epoch 1097
Validation prc-auc = 0.028395
Epoch 1098
Validation prc-auc = 0.027904
Epoch 1099
Loss = 1.6027e-03, PNorm = 141.7886, GNorm = 0.1333, lr_0 = 9.4536e-04
Validation prc-auc = 0.027680
Epoch 1100
Validation prc-auc = 0.027475
Epoch 1101
Validation prc-auc = 0.027889
Epoch 1102
Validation prc-auc = 0.028399
Epoch 1103
Loss = 9.9216e-03, PNorm = 141.8323, GNorm = 0.0653, lr_0 = 9.4515e-04
Loss = 2.7137e-03, PNorm = 141.8361, GNorm = 0.1446, lr_0 = 9.4513e-04
Validation prc-auc = 0.028475
Epoch 1104
Validation prc-auc = 0.029700
Epoch 1105
Validation prc-auc = 0.030091
Epoch 1106
Validation prc-auc = 0.029307
Epoch 1107
Validation prc-auc = 0.029264
Epoch 1108
Loss = 1.1545e-02, PNorm = 141.8880, GNorm = 0.0202, lr_0 = 9.4489e-04
Validation prc-auc = 0.030349
Epoch 1109
Validation prc-auc = 0.031291
Epoch 1110
Validation prc-auc = 0.034469
Epoch 1111
Validation prc-auc = 0.034074
Epoch 1112
Validation prc-auc = 0.033715
Epoch 1113
Loss = 1.2177e-03, PNorm = 141.9273, GNorm = 0.0366, lr_0 = 9.4466e-04
Validation prc-auc = 0.033358
Epoch 1114
Validation prc-auc = 0.034020
Epoch 1115
Validation prc-auc = 0.033504
Epoch 1116
Validation prc-auc = 0.033138
Epoch 1117
Loss = 7.7036e-04, PNorm = 141.9760, GNorm = 0.0396, lr_0 = 9.4444e-04
Loss = 2.6892e-04, PNorm = 141.9801, GNorm = 0.0190, lr_0 = 9.4443e-04
Validation prc-auc = 0.032784
Epoch 1118
Validation prc-auc = 0.032097
Epoch 1119
Validation prc-auc = 0.033385
Epoch 1120
Validation prc-auc = 0.033782
Epoch 1121
Validation prc-auc = 0.031627
Epoch 1122
Loss = 5.5454e-03, PNorm = 142.0981, GNorm = 0.6597, lr_0 = 9.4419e-04
Loss = 4.1778e-05, PNorm = 142.1117, GNorm = 0.0048, lr_0 = 9.4417e-04
Validation prc-auc = 0.032271
Epoch 1123
Validation prc-auc = 0.032010
Epoch 1124
Validation prc-auc = 0.031549
Epoch 1125
Validation prc-auc = 0.030833
Epoch 1126
Validation prc-auc = 0.030820
Epoch 1127
Loss = 7.7565e-02, PNorm = 142.2901, GNorm = 1.6868, lr_0 = 9.4396e-04
Validation prc-auc = 0.030663
Epoch 1128
Validation prc-auc = 0.030804
Epoch 1129
Validation prc-auc = 0.033816
Epoch 1130
Validation prc-auc = 0.033886
Epoch 1131
Validation prc-auc = 0.034470
Epoch 1132
Loss = 2.2641e-01, PNorm = 142.4874, GNorm = 2.3344, lr_0 = 9.4371e-04
Validation prc-auc = 0.034477
Epoch 1133
Validation prc-auc = 0.033556
Epoch 1134
Validation prc-auc = 0.033047
Epoch 1135
Validation prc-auc = 0.032552
Epoch 1136
Loss = 3.1781e-02, PNorm = 142.6039, GNorm = 1.7742, lr_0 = 9.4349e-04
Loss = 1.9830e-03, PNorm = 142.6103, GNorm = 0.0731, lr_0 = 9.4347e-04
Validation prc-auc = 0.032138
Epoch 1137
Validation prc-auc = 0.031744
Epoch 1138
Validation prc-auc = 0.031591
Epoch 1139
Validation prc-auc = 0.031581
Epoch 1140
Validation prc-auc = 0.031694
Epoch 1141
Loss = 5.3986e-03, PNorm = 142.6756, GNorm = 0.0665, lr_0 = 9.4324e-04
Validation prc-auc = 0.030722
Epoch 1142
Validation prc-auc = 0.029517
Epoch 1143
Validation prc-auc = 0.028637
Epoch 1144
Validation prc-auc = 0.028124
Epoch 1145
Validation prc-auc = 0.027871
Epoch 1146
Loss = 1.7645e-03, PNorm = 142.7216, GNorm = 0.0567, lr_0 = 9.4300e-04
Validation prc-auc = 0.027581
Epoch 1147
Validation prc-auc = 0.027529
Epoch 1148
Validation prc-auc = 0.026432
Epoch 1149
Validation prc-auc = 0.025546
Epoch 1150
Loss = 3.1928e-03, PNorm = 142.7562, GNorm = 0.0278, lr_0 = 9.4279e-04
Loss = 1.1849e-04, PNorm = 142.7602, GNorm = 0.0066, lr_0 = 9.4277e-04
Validation prc-auc = 0.024305
Epoch 1151
Validation prc-auc = 0.023649
Epoch 1152
Validation prc-auc = 0.023380
Epoch 1153
Validation prc-auc = 0.024139
Epoch 1154
Validation prc-auc = 0.024302
Epoch 1155
Loss = 1.9093e-03, PNorm = 142.8155, GNorm = 0.0184, lr_0 = 9.4253e-04
Loss = 2.6668e-03, PNorm = 142.8205, GNorm = 0.1123, lr_0 = 9.4252e-04
Validation prc-auc = 0.023787
Epoch 1156
Validation prc-auc = 0.024699
Epoch 1157
Validation prc-auc = 0.025011
Epoch 1158
Validation prc-auc = 0.025936
Epoch 1159
Validation prc-auc = 0.026796
Epoch 1160
Loss = 7.7206e-03, PNorm = 142.8645, GNorm = 0.2947, lr_0 = 9.4230e-04
Validation prc-auc = 0.027483
Epoch 1161
Validation prc-auc = 0.027979
Epoch 1162
Validation prc-auc = 0.027919
Epoch 1163
Validation prc-auc = 0.028280
Epoch 1164
Validation prc-auc = 0.028507
Epoch 1165
Loss = 9.3811e-04, PNorm = 142.9259, GNorm = 0.0315, lr_0 = 9.4205e-04
Validation prc-auc = 0.028912
Epoch 1166
Validation prc-auc = 0.028693
Epoch 1167
Validation prc-auc = 0.028717
Epoch 1168
Validation prc-auc = 0.028503
Epoch 1169
Loss = 3.1156e-03, PNorm = 142.9802, GNorm = 0.1641, lr_0 = 9.4183e-04
Loss = 2.2732e-03, PNorm = 142.9862, GNorm = 0.0933, lr_0 = 9.4182e-04
Validation prc-auc = 0.028121
Epoch 1170
Validation prc-auc = 0.027103
Epoch 1171
Validation prc-auc = 0.027775
Epoch 1172
Validation prc-auc = 0.027484
Epoch 1173
Validation prc-auc = 0.027232
Epoch 1174
Loss = 4.0244e-03, PNorm = 143.0593, GNorm = 0.0878, lr_0 = 9.4158e-04
Validation prc-auc = 0.026967
Epoch 1175
Validation prc-auc = 0.027083
Epoch 1176
Validation prc-auc = 0.027189
Epoch 1177
Validation prc-auc = 0.027744
Epoch 1178
Validation prc-auc = 0.027984
Epoch 1179
Loss = 1.7860e-02, PNorm = 143.1094, GNorm = 0.8606, lr_0 = 9.4135e-04
Validation prc-auc = 0.027811
Epoch 1180
Validation prc-auc = 0.028152
Epoch 1181
Validation prc-auc = 0.028193
Epoch 1182
Validation prc-auc = 0.028071
Epoch 1183
Loss = 2.4138e-03, PNorm = 143.1621, GNorm = 0.0136, lr_0 = 9.4112e-04
Validation prc-auc = 0.028030
Epoch 1184
Validation prc-auc = 0.027245
Epoch 1185
Validation prc-auc = 0.027619
Epoch 1186
Validation prc-auc = 0.027169
Epoch 1187
Validation prc-auc = 0.027708
Epoch 1188
Loss = 9.9442e-02, PNorm = 143.2155, GNorm = 1.0246, lr_0 = 9.4088e-04
Loss = 2.6093e-04, PNorm = 143.2187, GNorm = 0.0122, lr_0 = 9.4087e-04
Validation prc-auc = 0.028863
Epoch 1189
Validation prc-auc = 0.029756
Epoch 1190
Validation prc-auc = 0.029206
Epoch 1191
Validation prc-auc = 0.029322
Epoch 1192
Validation prc-auc = 0.029368
Epoch 1193
Loss = 9.4080e-04, PNorm = 143.2708, GNorm = 0.0334, lr_0 = 9.4065e-04
Validation prc-auc = 0.029399
Epoch 1194
Validation prc-auc = 0.029606
Epoch 1195
Validation prc-auc = 0.030383
Epoch 1196
Validation prc-auc = 0.029802
Epoch 1197
Validation prc-auc = 0.029541
Epoch 1198
Loss = 2.4268e-04, PNorm = 143.3154, GNorm = 0.0124, lr_0 = 9.4040e-04
Validation prc-auc = 0.030398
Epoch 1199
Validation prc-auc = 0.030972
Epoch 1200
Validation prc-auc = 0.031261
Epoch 1201
Validation prc-auc = 0.029431
Epoch 1202
Loss = 1.5079e-04, PNorm = 143.3860, GNorm = 0.0141, lr_0 = 9.4018e-04
Loss = 2.5496e-03, PNorm = 143.3943, GNorm = 0.1359, lr_0 = 9.4016e-04
Validation prc-auc = 0.028108
Epoch 1203
Validation prc-auc = 0.027493
Epoch 1204
Validation prc-auc = 0.026671
Epoch 1205
Validation prc-auc = 0.026392
Epoch 1206
Validation prc-auc = 0.026456
Epoch 1207
Loss = 5.4742e-03, PNorm = 143.5005, GNorm = 0.2847, lr_0 = 9.3993e-04
Loss = 3.8259e-01, PNorm = 143.5075, GNorm = 7.9687, lr_0 = 9.3991e-04
Validation prc-auc = 0.026561
Epoch 1208
Validation prc-auc = 0.027857
Epoch 1209
Validation prc-auc = 0.028529
Epoch 1210
Validation prc-auc = 0.027725
Epoch 1211
Validation prc-auc = 0.028077
Epoch 1212
Loss = 3.2380e-03, PNorm = 143.6421, GNorm = 0.0805, lr_0 = 9.3970e-04
Validation prc-auc = 0.027528
Epoch 1213
Validation prc-auc = 0.027964
Epoch 1214
Validation prc-auc = 0.028552
Epoch 1215
Validation prc-auc = 0.027523
Epoch 1216
Loss = 3.1080e-02, PNorm = 143.7589, GNorm = 0.3151, lr_0 = 9.3946e-04
Validation prc-auc = 0.026758
Epoch 1217
Validation prc-auc = 0.026239
Epoch 1218
Validation prc-auc = 0.026145
Epoch 1219
Validation prc-auc = 0.025886
Epoch 1220
Validation prc-auc = 0.025975
Epoch 1221
Loss = 5.2119e-03, PNorm = 143.8538, GNorm = 0.3723, lr_0 = 9.3923e-04
Loss = 1.8467e-03, PNorm = 143.8593, GNorm = 0.0752, lr_0 = 9.3922e-04
Validation prc-auc = 0.025766
Epoch 1222
Validation prc-auc = 0.025670
Epoch 1223
Validation prc-auc = 0.025871
Epoch 1224
Validation prc-auc = 0.027304
Epoch 1225
Validation prc-auc = 0.028231
Epoch 1226
Loss = 9.9832e-04, PNorm = 143.9168, GNorm = 0.0341, lr_0 = 9.3900e-04
Validation prc-auc = 0.028974
Epoch 1227
Validation prc-auc = 0.029598
Epoch 1228
Validation prc-auc = 0.029890
Epoch 1229
Validation prc-auc = 0.029522
Epoch 1230
Validation prc-auc = 0.029495
Epoch 1231
Loss = 1.4023e-03, PNorm = 143.9531, GNorm = 0.0643, lr_0 = 9.3875e-04
Validation prc-auc = 0.029275
Epoch 1232
Validation prc-auc = 0.029253
Epoch 1233
Validation prc-auc = 0.029242
Epoch 1234
Validation prc-auc = 0.029226
Epoch 1235
Loss = 7.8476e-04, PNorm = 143.9707, GNorm = 0.1212, lr_0 = 9.3853e-04
Loss = 5.2285e-05, PNorm = 143.9714, GNorm = 0.0032, lr_0 = 9.3852e-04
Validation prc-auc = 0.029257
Epoch 1236
Validation prc-auc = 0.029273
Epoch 1237
Validation prc-auc = 0.028687
Epoch 1238
Validation prc-auc = 0.028639
Epoch 1239
Validation prc-auc = 0.026891
Epoch 1240
Loss = 1.1507e-03, PNorm = 143.9814, GNorm = 0.0683, lr_0 = 9.3828e-04
Loss = 6.1193e-06, PNorm = 143.9859, GNorm = 0.0005, lr_0 = 9.3827e-04
Validation prc-auc = 0.023181
Epoch 1241
Validation prc-auc = 0.021274
Epoch 1242
Validation prc-auc = 0.026971
Epoch 1243
Validation prc-auc = 0.032099
Epoch 1244
Validation prc-auc = 0.037330
Epoch 1245
Loss = 6.0968e-04, PNorm = 144.1011, GNorm = 0.0351, lr_0 = 9.3805e-04
Validation prc-auc = 0.043992
Epoch 1246
Validation prc-auc = 0.064259
Epoch 1247
Validation prc-auc = 0.070776
Epoch 1248
Validation prc-auc = 0.045428
Epoch 1249
Loss = 2.5912e-02, PNorm = 144.2160, GNorm = 0.7344, lr_0 = 9.3782e-04
Validation prc-auc = 0.044293
Epoch 1250
Validation prc-auc = 0.042948
Epoch 1251
Validation prc-auc = 0.042790
Epoch 1252
Validation prc-auc = 0.042504
Epoch 1253
Validation prc-auc = 0.042453
Epoch 1254
Loss = 1.9994e-03, PNorm = 144.3131, GNorm = 0.0701, lr_0 = 9.3758e-04
Loss = 7.5965e-04, PNorm = 144.3181, GNorm = 0.0351, lr_0 = 9.3757e-04
Validation prc-auc = 0.042325
Epoch 1255
Validation prc-auc = 0.040472
Epoch 1256
Validation prc-auc = 0.069949
Epoch 1257
Validation prc-auc = 0.038808
Epoch 1258
Validation prc-auc = 0.037377
Epoch 1259
Loss = 1.6756e-01, PNorm = 144.4358, GNorm = 2.3199, lr_0 = 9.3735e-04
Validation prc-auc = 0.025588
Epoch 1260
Validation prc-auc = 0.022445
Epoch 1261
Validation prc-auc = 0.020267
Epoch 1262
Validation prc-auc = 0.019700
Epoch 1263
Validation prc-auc = 0.019404
Epoch 1264
Loss = 1.4995e-01, PNorm = 144.6437, GNorm = 1.4647, lr_0 = 9.3710e-04
Validation prc-auc = 0.019939
Epoch 1265
Validation prc-auc = 0.020555
Epoch 1266
Validation prc-auc = 0.020818
Epoch 1267
Validation prc-auc = 0.020912
Epoch 1268
Loss = 6.3486e-03, PNorm = 144.7671, GNorm = 0.1767, lr_0 = 9.3689e-04
Loss = 3.1630e-04, PNorm = 144.7748, GNorm = 0.0148, lr_0 = 9.3687e-04
Validation prc-auc = 0.020955
Epoch 1269
Validation prc-auc = 0.020534
Epoch 1270
Validation prc-auc = 0.020043
Epoch 1271
Validation prc-auc = 0.019351
Epoch 1272
Validation prc-auc = 0.019339
Epoch 1273
Loss = 3.3814e-03, PNorm = 144.9062, GNorm = 0.0745, lr_0 = 9.3664e-04
Loss = 4.1657e-03, PNorm = 144.9172, GNorm = 0.1291, lr_0 = 9.3662e-04
Validation prc-auc = 0.019268
Epoch 1274
Validation prc-auc = 0.020824
Epoch 1275
Validation prc-auc = 0.022776
Epoch 1276
Validation prc-auc = 0.023823
Epoch 1277
Validation prc-auc = 0.025210
Epoch 1278
Loss = 1.2499e-03, PNorm = 145.0552, GNorm = 0.0459, lr_0 = 9.3641e-04
Validation prc-auc = 0.025982
Epoch 1279
Validation prc-auc = 0.026764
Epoch 1280
Validation prc-auc = 0.026630
Epoch 1281
Validation prc-auc = 0.026295
Epoch 1282
Validation prc-auc = 0.024447
Epoch 1283
Loss = 1.1409e-01, PNorm = 145.1773, GNorm = 0.6905, lr_0 = 9.3616e-04
Validation prc-auc = 0.022773
Epoch 1284
Validation prc-auc = 0.022594
Epoch 1285
Validation prc-auc = 0.023007
Epoch 1286
Validation prc-auc = 0.023279
Epoch 1287
Loss = 3.4816e-02, PNorm = 145.4278, GNorm = 0.3338, lr_0 = 9.3594e-04
Loss = 2.8350e-02, PNorm = 145.4474, GNorm = 0.5004, lr_0 = 9.3592e-04
Validation prc-auc = 0.024476
Epoch 1288
Validation prc-auc = 0.024281
Epoch 1289
Validation prc-auc = 0.024302
Epoch 1290
Validation prc-auc = 0.024020
Epoch 1291
Validation prc-auc = 0.023483
Epoch 1292
Loss = 2.2440e-04, PNorm = 145.6425, GNorm = 0.0074, lr_0 = 9.3571e-04
Validation prc-auc = 0.023298
Epoch 1293
Validation prc-auc = 0.023453
Epoch 1294
Validation prc-auc = 0.024151
Epoch 1295
Validation prc-auc = 0.023759
Epoch 1296
Validation prc-auc = 0.024680
Epoch 1297
Loss = 9.6664e-04, PNorm = 145.7164, GNorm = 0.0229, lr_0 = 9.3546e-04
Validation prc-auc = 0.025169
Epoch 1298
Validation prc-auc = 0.025933
Epoch 1299
Validation prc-auc = 0.026495
Epoch 1300
Validation prc-auc = 0.024349
Epoch 1301
Loss = 1.9968e-02, PNorm = 145.8418, GNorm = 0.5488, lr_0 = 9.3524e-04
Loss = 9.1003e-03, PNorm = 145.8636, GNorm = 0.1950, lr_0 = 9.3523e-04
Validation prc-auc = 0.022870
Epoch 1302
Validation prc-auc = 0.021258
Epoch 1303
Validation prc-auc = 0.021737
Epoch 1304
Validation prc-auc = 0.024457
Epoch 1305
Validation prc-auc = 0.026307
Epoch 1306
Loss = 2.2056e-01, PNorm = 146.2106, GNorm = 2.8519, lr_0 = 9.3499e-04
Loss = 3.4310e-01, PNorm = 146.2329, GNorm = 15.6962, lr_0 = 9.3498e-04
Validation prc-auc = 0.025348
Epoch 1307
Validation prc-auc = 0.022916
Epoch 1308
Validation prc-auc = 0.022964
Epoch 1309
Validation prc-auc = 0.023239
Epoch 1310
Validation prc-auc = 0.022835
Epoch 1311
Loss = 2.5632e-02, PNorm = 146.6479, GNorm = 0.5586, lr_0 = 9.3476e-04
Validation prc-auc = 0.023178
Epoch 1312
Validation prc-auc = 0.023029
Epoch 1313
Validation prc-auc = 0.024823
Epoch 1314
Validation prc-auc = 0.027101
Epoch 1315
Validation prc-auc = 0.027661
Epoch 1316
Loss = 9.4186e-03, PNorm = 147.0183, GNorm = 0.1896, lr_0 = 9.3451e-04
Validation prc-auc = 0.027720
Epoch 1317
Validation prc-auc = 0.025858
Epoch 1318
Validation prc-auc = 0.022505
Epoch 1319
Validation prc-auc = 0.022970
Epoch 1320
Loss = 1.1987e-02, PNorm = 147.2815, GNorm = 1.5847, lr_0 = 9.3430e-04
Loss = 2.1720e-03, PNorm = 147.3062, GNorm = 0.0948, lr_0 = 9.3428e-04
Validation prc-auc = 0.022525
Epoch 1321
Validation prc-auc = 0.022384
Epoch 1322
Validation prc-auc = 0.022708
Epoch 1323
Validation prc-auc = 0.022601
Epoch 1324
Validation prc-auc = 0.023329
Epoch 1325
Loss = 2.1574e-02, PNorm = 147.5840, GNorm = 0.8582, lr_0 = 9.3407e-04
Validation prc-auc = 0.021927
Epoch 1326
Validation prc-auc = 0.021748
Epoch 1327
Validation prc-auc = 0.021205
Epoch 1328
Validation prc-auc = 0.019478
Epoch 1329
Validation prc-auc = 0.018881
Epoch 1330
Loss = 2.7897e-02, PNorm = 147.9493, GNorm = 1.0764, lr_0 = 9.3382e-04
Validation prc-auc = 0.018592
Epoch 1331
Validation prc-auc = 0.019080
Epoch 1332
Validation prc-auc = 0.020788
Epoch 1333
Validation prc-auc = 0.022555
Epoch 1334
Loss = 1.6029e-02, PNorm = 148.1882, GNorm = 1.1324, lr_0 = 9.3360e-04
Loss = 6.7024e-03, PNorm = 148.2029, GNorm = 0.2452, lr_0 = 9.3359e-04
Validation prc-auc = 0.024133
Epoch 1335
Validation prc-auc = 0.025491
Epoch 1336
Validation prc-auc = 0.025612
Epoch 1337
Validation prc-auc = 0.025411
Epoch 1338
Validation prc-auc = 0.024904
Epoch 1339
Loss = 4.4738e-03, PNorm = 148.3527, GNorm = 0.1123, lr_0 = 9.3336e-04
Loss = 1.4701e-04, PNorm = 148.3597, GNorm = 0.0079, lr_0 = 9.3334e-04
Validation prc-auc = 0.024472
Epoch 1340
Validation prc-auc = 0.024838
Epoch 1341
Validation prc-auc = 0.027474
Epoch 1342
Validation prc-auc = 0.028325
Epoch 1343
Validation prc-auc = 0.027129
Epoch 1344
Loss = 2.1986e-01, PNorm = 148.4741, GNorm = 2.1580, lr_0 = 9.3312e-04
Validation prc-auc = 0.026143
Epoch 1345
Validation prc-auc = 0.025562
Epoch 1346
Validation prc-auc = 0.026672
Epoch 1347
Validation prc-auc = 0.028158
Epoch 1348
Validation prc-auc = 0.027946
Epoch 1349
Loss = 3.4140e-02, PNorm = 148.6445, GNorm = 0.2948, lr_0 = 9.3288e-04
Validation prc-auc = 0.027581
Epoch 1350
Validation prc-auc = 0.026984
Epoch 1351
Validation prc-auc = 0.025714
Epoch 1352
Validation prc-auc = 0.026268
Epoch 1353
Loss = 5.5864e-02, PNorm = 148.8505, GNorm = 1.8262, lr_0 = 9.3266e-04
Loss = 2.0311e-01, PNorm = 148.8626, GNorm = 9.0051, lr_0 = 9.3264e-04
Validation prc-auc = 0.025748
Epoch 1354
Validation prc-auc = 0.025372
Epoch 1355
Validation prc-auc = 0.025589
Epoch 1356
Validation prc-auc = 0.026404
Epoch 1357
Validation prc-auc = 0.026029
Epoch 1358
Loss = 1.9053e-02, PNorm = 149.1436, GNorm = 1.4351, lr_0 = 9.3241e-04
Validation prc-auc = 0.024705
Epoch 1359
Validation prc-auc = 0.020168
Epoch 1360
Validation prc-auc = 0.019200
Epoch 1361
Validation prc-auc = 0.018449
Epoch 1362
Validation prc-auc = 0.018994
Epoch 1363
Loss = 4.2100e-03, PNorm = 149.4799, GNorm = 0.1740, lr_0 = 9.3218e-04
Validation prc-auc = 0.019073
Epoch 1364
Validation prc-auc = 0.018562
Epoch 1365
Validation prc-auc = 0.018130
Epoch 1366
Validation prc-auc = 0.017936
Epoch 1367
Loss = 1.7874e-03, PNorm = 149.6540, GNorm = 0.0447, lr_0 = 9.3197e-04
Loss = 3.0912e-04, PNorm = 149.6634, GNorm = 0.0195, lr_0 = 9.3195e-04
Validation prc-auc = 0.017950
Epoch 1368
Validation prc-auc = 0.018372
Epoch 1369
Validation prc-auc = 0.018812
Epoch 1370
Validation prc-auc = 0.018764
Epoch 1371
Validation prc-auc = 0.018806
Epoch 1372
Loss = 1.5423e-02, PNorm = 149.7840, GNorm = 0.3018, lr_0 = 9.3172e-04
Loss = 3.7214e-04, PNorm = 149.7936, GNorm = 0.0213, lr_0 = 9.3170e-04
Validation prc-auc = 0.018677
Epoch 1373
Validation prc-auc = 0.018871
Epoch 1374
Validation prc-auc = 0.019091
Epoch 1375
Validation prc-auc = 0.018841
Epoch 1376
Validation prc-auc = 0.018537
Epoch 1377
Loss = 1.3627e-02, PNorm = 149.9201, GNorm = 0.2662, lr_0 = 9.3149e-04
Validation prc-auc = 0.018359
Epoch 1378
Validation prc-auc = 0.018174
Epoch 1379
Validation prc-auc = 0.018855
Epoch 1380
Validation prc-auc = 0.020687
Epoch 1381
Validation prc-auc = 0.022412
Epoch 1382
Loss = 9.4683e-03, PNorm = 150.0920, GNorm = 0.3810, lr_0 = 9.3124e-04
Validation prc-auc = 0.022711
Epoch 1383
Validation prc-auc = 0.023189
Epoch 1384
Validation prc-auc = 0.022961
Epoch 1385
Validation prc-auc = 0.022660
Epoch 1386
Loss = 3.4919e-03, PNorm = 150.2292, GNorm = 0.1215, lr_0 = 9.3102e-04
Loss = 4.0190e-04, PNorm = 150.2367, GNorm = 0.0201, lr_0 = 9.3101e-04
Validation prc-auc = 0.022032
Epoch 1387
Validation prc-auc = 0.022306
Epoch 1388
Validation prc-auc = 0.022806
Epoch 1389
Validation prc-auc = 0.023319
Epoch 1390
Validation prc-auc = 0.024025
Epoch 1391
Loss = 2.8398e-03, PNorm = 150.3070, GNorm = 0.0503, lr_0 = 9.3078e-04
Validation prc-auc = 0.024470
Epoch 1392
Validation prc-auc = 0.023837
Epoch 1393
Validation prc-auc = 0.023713
Epoch 1394
Validation prc-auc = 0.024681
Epoch 1395
Validation prc-auc = 0.025435
Epoch 1396
Loss = 9.0270e-04, PNorm = 150.3622, GNorm = 0.0309, lr_0 = 9.3055e-04
Validation prc-auc = 0.025632
Epoch 1397
Validation prc-auc = 0.025135
Epoch 1398
Validation prc-auc = 0.025415
Epoch 1399
Validation prc-auc = 0.025261
Epoch 1400
Loss = 1.0784e-02, PNorm = 150.4122, GNorm = 0.0674, lr_0 = 9.3033e-04
Loss = 2.8246e-03, PNorm = 150.4171, GNorm = 0.1040, lr_0 = 9.3032e-04
Validation prc-auc = 0.025964
Epoch 1401
Validation prc-auc = 0.026216
Epoch 1402
Validation prc-auc = 0.026558
Epoch 1403
Validation prc-auc = 0.027022
Epoch 1404
Validation prc-auc = 0.026254
Epoch 1405
Loss = 8.7620e-04, PNorm = 150.4729, GNorm = 0.0056, lr_0 = 9.3008e-04
Loss = 2.3285e-05, PNorm = 150.4755, GNorm = 0.0015, lr_0 = 9.3007e-04
Validation prc-auc = 0.025957
Epoch 1406
Validation prc-auc = 0.025844
Epoch 1407
Validation prc-auc = 0.025665
Epoch 1408
Validation prc-auc = 0.024881
Epoch 1409
Validation prc-auc = 0.023586
Epoch 1410
Loss = 1.5750e-03, PNorm = 150.5050, GNorm = 0.0623, lr_0 = 9.2985e-04
Validation prc-auc = 0.021833
Epoch 1411
Validation prc-auc = 0.021010
Epoch 1412
Validation prc-auc = 0.031899
Epoch 1413
Validation prc-auc = 0.058192
Epoch 1414
Validation prc-auc = 0.058776
Epoch 1415
Loss = 5.1671e-04, PNorm = 150.6097, GNorm = 0.0602, lr_0 = 9.2961e-04
Validation prc-auc = 0.063736
Epoch 1416
Validation prc-auc = 0.025720
Epoch 1417
Validation prc-auc = 0.022526
Epoch 1418
Validation prc-auc = 0.021871
Epoch 1419
Loss = 1.0445e-02, PNorm = 150.7164, GNorm = 0.2552, lr_0 = 9.2939e-04
Loss = 1.4104e-04, PNorm = 150.7251, GNorm = 0.0094, lr_0 = 9.2938e-04
Validation prc-auc = 0.021985
Epoch 1420
Validation prc-auc = 0.022345
Epoch 1421
Validation prc-auc = 0.021906
Epoch 1422
Validation prc-auc = 0.021103
Epoch 1423
Validation prc-auc = 0.021511
Epoch 1424
Loss = 4.4401e-02, PNorm = 150.8992, GNorm = 0.3298, lr_0 = 9.2914e-04
Validation prc-auc = 0.020563
Epoch 1425
Validation prc-auc = 0.020108
Epoch 1426
Validation prc-auc = 0.020041
Epoch 1427
Validation prc-auc = 0.020110
Epoch 1428
Validation prc-auc = 0.019911
Epoch 1429
Loss = 8.5191e-02, PNorm = 151.1256, GNorm = 0.9903, lr_0 = 9.2891e-04
Validation prc-auc = 0.020495
Epoch 1430
Validation prc-auc = 0.020478
Epoch 1431
Validation prc-auc = 0.020886
Epoch 1432
Validation prc-auc = 0.021642
Epoch 1433
Loss = 3.7007e-02, PNorm = 151.3241, GNorm = 1.2324, lr_0 = 9.2868e-04
Validation prc-auc = 0.022088
Epoch 1434
Validation prc-auc = 0.021976
Epoch 1435
Validation prc-auc = 0.022869
Epoch 1436
Validation prc-auc = 0.023452
Epoch 1437
Validation prc-auc = 0.023984
Epoch 1438
Loss = 1.0030e-01, PNorm = 151.4814, GNorm = 1.1659, lr_0 = 9.2845e-04
Loss = 5.8855e-03, PNorm = 151.4913, GNorm = 0.2290, lr_0 = 9.2844e-04
Validation prc-auc = 0.024147
Epoch 1439
Validation prc-auc = 0.024446
Epoch 1440
Validation prc-auc = 0.024579
Epoch 1441
Validation prc-auc = 0.024505
Epoch 1442
Validation prc-auc = 0.025038
Epoch 1443
Loss = 4.7597e-02, PNorm = 151.6019, GNorm = 0.4436, lr_0 = 9.2822e-04
Validation prc-auc = 0.025731
Epoch 1444
Validation prc-auc = 0.025567
Epoch 1445
Validation prc-auc = 0.025385
Epoch 1446
Validation prc-auc = 0.025099
Epoch 1447
Validation prc-auc = 0.024489
Epoch 1448
Loss = 1.0073e-01, PNorm = 151.6836, GNorm = 1.0549, lr_0 = 9.2798e-04
Validation prc-auc = 0.023400
Epoch 1449
Validation prc-auc = 0.022893
Epoch 1450
Validation prc-auc = 0.022834
Epoch 1451
Validation prc-auc = 0.022692
Epoch 1452
Loss = 6.8317e-03, PNorm = 151.7527, GNorm = 0.5750, lr_0 = 9.2776e-04
Loss = 1.0098e-04, PNorm = 151.7620, GNorm = 0.0064, lr_0 = 9.2775e-04
Validation prc-auc = 0.023900
Epoch 1453
Validation prc-auc = 0.025160
Epoch 1454
Validation prc-auc = 0.026384
Epoch 1455
Validation prc-auc = 0.027739
Epoch 1456
Validation prc-auc = 0.028922
Epoch 1457
Loss = 1.6115e-02, PNorm = 151.9175, GNorm = 1.0078, lr_0 = 9.2752e-04
Loss = 2.9174e-02, PNorm = 151.9283, GNorm = 1.4332, lr_0 = 9.2750e-04
Validation prc-auc = 0.030111
Epoch 1458
Validation prc-auc = 0.030771
Epoch 1459
Validation prc-auc = 0.031418
Epoch 1460
Validation prc-auc = 0.032981
Epoch 1461
Validation prc-auc = 0.031534
Epoch 1462
Loss = 2.2161e-02, PNorm = 152.0716, GNorm = 0.6187, lr_0 = 9.2729e-04
Validation prc-auc = 0.028465
Epoch 1463
Validation prc-auc = 0.027088
Epoch 1464
Validation prc-auc = 0.029757
Epoch 1465
Validation prc-auc = 0.031127
Epoch 1466
Loss = 8.4076e-02, PNorm = 152.3187, GNorm = 10.7314, lr_0 = 9.2706e-04
Validation prc-auc = 0.031471
Epoch 1467
Validation prc-auc = 0.029023
Epoch 1468
Validation prc-auc = 0.028047
Epoch 1469
Validation prc-auc = 0.026385
Epoch 1470
Validation prc-auc = 0.024368
Epoch 1471
Loss = 3.2609e-02, PNorm = 152.5450, GNorm = 0.5545, lr_0 = 9.2683e-04
Loss = 5.1654e-03, PNorm = 152.5584, GNorm = 0.2263, lr_0 = 9.2681e-04
Validation prc-auc = 0.023115
Epoch 1472
Validation prc-auc = 0.022673
Epoch 1473
Validation prc-auc = 0.022602
Epoch 1474
Validation prc-auc = 0.023065
Epoch 1475
Validation prc-auc = 0.023604
Epoch 1476
Loss = 2.4370e-03, PNorm = 152.6907, GNorm = 0.0769, lr_0 = 9.2660e-04
Validation prc-auc = 0.023915
Epoch 1477
Validation prc-auc = 0.023619
Epoch 1478
Validation prc-auc = 0.023261
Epoch 1479
Validation prc-auc = 0.022929
Epoch 1480
Validation prc-auc = 0.022830
Epoch 1481
Loss = 9.5272e-02, PNorm = 152.8122, GNorm = 2.4671, lr_0 = 9.2635e-04
Validation prc-auc = 0.023104
Epoch 1482
Validation prc-auc = 0.022729
Epoch 1483
Validation prc-auc = 0.022620
Epoch 1484
Validation prc-auc = 0.022554
Epoch 1485
Loss = 2.4762e-03, PNorm = 152.9074, GNorm = 0.0754, lr_0 = 9.2614e-04
Loss = 3.5561e-05, PNorm = 152.9133, GNorm = 0.0027, lr_0 = 9.2612e-04
Validation prc-auc = 0.022568
Epoch 1486
Validation prc-auc = 0.022646
Epoch 1487
Validation prc-auc = 0.022610
Epoch 1488
Validation prc-auc = 0.022582
Epoch 1489
Validation prc-auc = 0.022187
Epoch 1490
Loss = 5.1317e-02, PNorm = 152.9716, GNorm = 1.2494, lr_0 = 9.2589e-04
Loss = 1.3468e-03, PNorm = 152.9748, GNorm = 0.0616, lr_0 = 9.2587e-04
Validation prc-auc = 0.021708
Epoch 1491
Validation prc-auc = 0.021392
Epoch 1492
Validation prc-auc = 0.021153
Epoch 1493
Validation prc-auc = 0.021425
Epoch 1494
Validation prc-auc = 0.021490
Epoch 1495
Loss = 7.9024e-02, PNorm = 153.0396, GNorm = 1.8614, lr_0 = 9.2566e-04
Validation prc-auc = 0.021727
Epoch 1496
Validation prc-auc = 0.021724
Epoch 1497
Validation prc-auc = 0.022285
Epoch 1498
Validation prc-auc = 0.022806
Epoch 1499
Loss = 4.0872e-04, PNorm = 153.1200, GNorm = 0.0042, lr_0 = 9.2543e-04
Validation prc-auc = 0.023092
Epoch 1500
Validation prc-auc = 0.023305
Epoch 1501
Validation prc-auc = 0.023406
Epoch 1502
Validation prc-auc = 0.023532
Epoch 1503
Validation prc-auc = 0.023619
Epoch 1504
Loss = 8.8541e-03, PNorm = 153.1671, GNorm = 0.8322, lr_0 = 9.2520e-04
Loss = 8.6467e-05, PNorm = 153.1698, GNorm = 0.0057, lr_0 = 9.2518e-04
Validation prc-auc = 0.023981
Epoch 1505
Validation prc-auc = 0.024562
Epoch 1506
Validation prc-auc = 0.024607
Epoch 1507
Validation prc-auc = 0.024471
Epoch 1508
Validation prc-auc = 0.024463
Epoch 1509
Loss = 1.8159e-04, PNorm = 153.1962, GNorm = 0.0067, lr_0 = 9.2497e-04
Validation prc-auc = 0.024437
Epoch 1510
Validation prc-auc = 0.024436
Epoch 1511
Validation prc-auc = 0.024338
Epoch 1512
Validation prc-auc = 0.024429
Epoch 1513
Validation prc-auc = 0.024408
Epoch 1514
Loss = 2.5819e-04, PNorm = 153.2131, GNorm = 0.0124, lr_0 = 9.2472e-04
Validation prc-auc = 0.024402
Epoch 1515
Validation prc-auc = 0.024444
Epoch 1516
Validation prc-auc = 0.024080
Epoch 1517
Validation prc-auc = 0.024658
Epoch 1518
Loss = 3.0774e-04, PNorm = 153.2392, GNorm = 0.0166, lr_0 = 9.2451e-04
Loss = 4.5373e-05, PNorm = 153.2441, GNorm = 0.0036, lr_0 = 9.2449e-04
Validation prc-auc = 0.025345
Epoch 1519
Validation prc-auc = 0.025584
Epoch 1520
Validation prc-auc = 0.025299
Epoch 1521
Validation prc-auc = 0.025132
Epoch 1522
Validation prc-auc = 0.024750
Epoch 1523
Loss = 1.7123e-03, PNorm = 153.3103, GNorm = 0.0109, lr_0 = 9.2427e-04
Loss = 1.1605e-04, PNorm = 153.3146, GNorm = 0.0094, lr_0 = 9.2425e-04
Validation prc-auc = 0.024556
Epoch 1524
Validation prc-auc = 0.023812
Epoch 1525
Validation prc-auc = 0.023837
Epoch 1526
Validation prc-auc = 0.023542
Epoch 1527
Validation prc-auc = 0.023183
Epoch 1528
Loss = 3.8785e-03, PNorm = 153.3665, GNorm = 0.2032, lr_0 = 9.2404e-04
Validation prc-auc = 0.022776
Epoch 1529
Validation prc-auc = 0.022403
Epoch 1530
Validation prc-auc = 0.022409
Epoch 1531
Validation prc-auc = 0.022375
Epoch 1532
Validation prc-auc = 0.022280
Epoch 1533
Loss = 5.8888e-02, PNorm = 153.4267, GNorm = 0.8265, lr_0 = 9.2379e-04
Validation prc-auc = 0.022575
Epoch 1534
Validation prc-auc = 0.022712
Epoch 1535
Validation prc-auc = 0.022915
Epoch 1536
Validation prc-auc = 0.022952
Epoch 1537
Loss = 1.0263e-02, PNorm = 153.4742, GNorm = 0.6386, lr_0 = 9.2358e-04
Loss = 3.1028e-04, PNorm = 153.4783, GNorm = 0.0167, lr_0 = 9.2356e-04
Validation prc-auc = 0.022732
Epoch 1538
Validation prc-auc = 0.022712
Epoch 1539
Validation prc-auc = 0.022979
Epoch 1540
Validation prc-auc = 0.022979
Epoch 1541
Validation prc-auc = 0.022977
Epoch 1542
Loss = 1.2035e-02, PNorm = 153.5615, GNorm = 0.2861, lr_0 = 9.2335e-04
Validation prc-auc = 0.022691
Epoch 1543
Validation prc-auc = 0.022328
Epoch 1544
Validation prc-auc = 0.022024
Epoch 1545
Validation prc-auc = 0.021841
Epoch 1546
Validation prc-auc = 0.021784
Epoch 1547
Loss = 3.2362e-04, PNorm = 153.6665, GNorm = 0.0132, lr_0 = 9.2310e-04
Validation prc-auc = 0.021571
Epoch 1548
Validation prc-auc = 0.021927
Epoch 1549
Validation prc-auc = 0.021579
Epoch 1550
Validation prc-auc = 0.020863
Epoch 1551
Loss = 3.3291e-02, PNorm = 153.7587, GNorm = 0.8736, lr_0 = 9.2289e-04
Loss = 7.5903e-01, PNorm = 153.7695, GNorm = 29.7255, lr_0 = 9.2287e-04
Validation prc-auc = 0.019867
Epoch 1552
Validation prc-auc = 0.019034
Epoch 1553
Validation prc-auc = 0.017989
Epoch 1554
Validation prc-auc = 0.018388
Epoch 1555
Validation prc-auc = 0.018288
Epoch 1556
Loss = 5.3544e-02, PNorm = 154.0470, GNorm = 1.2616, lr_0 = 9.2264e-04
Loss = 3.8517e-02, PNorm = 154.0698, GNorm = 0.7635, lr_0 = 9.2263e-04
Validation prc-auc = 0.018401
Epoch 1557
Validation prc-auc = 0.018258
Epoch 1558
Validation prc-auc = 0.018112
Epoch 1559
Validation prc-auc = 0.020086
Epoch 1560
Validation prc-auc = 0.023269
Epoch 1561
Loss = 1.8322e-01, PNorm = 154.3320, GNorm = 1.3496, lr_0 = 9.2242e-04
Validation prc-auc = 0.026317
Epoch 1562
Validation prc-auc = 0.027561
Epoch 1563
Validation prc-auc = 0.026207
Epoch 1564
Validation prc-auc = 0.026399
Epoch 1565
Validation prc-auc = 0.027380
Epoch 1566
Loss = 1.2610e-02, PNorm = 154.5723, GNorm = 0.3262, lr_0 = 9.2217e-04
Validation prc-auc = 0.028383
Epoch 1567
Validation prc-auc = 0.027946
Epoch 1568
Validation prc-auc = 0.027097
Epoch 1569
Validation prc-auc = 0.027289
Epoch 1570
Loss = 6.7564e-02, PNorm = 154.7633, GNorm = 1.4319, lr_0 = 9.2196e-04
Loss = 1.5741e-02, PNorm = 154.7803, GNorm = 0.5609, lr_0 = 9.2194e-04
Validation prc-auc = 0.030275
Epoch 1571
Validation prc-auc = 0.031198
Epoch 1572
Validation prc-auc = 0.030647
Epoch 1573
Validation prc-auc = 0.029640
Epoch 1574
Validation prc-auc = 0.028968
Epoch 1575
Loss = 3.9659e-02, PNorm = 155.0057, GNorm = 0.7139, lr_0 = 9.2173e-04
Validation prc-auc = 0.028804
Epoch 1576
Validation prc-auc = 0.028688
Epoch 1577
Validation prc-auc = 0.029458
Epoch 1578
Validation prc-auc = 0.030071
Epoch 1579
Validation prc-auc = 0.030482
Epoch 1580
Loss = 2.0118e-02, PNorm = 155.2021, GNorm = 0.4328, lr_0 = 9.2148e-04
Validation prc-auc = 0.031081
Epoch 1581
Validation prc-auc = 0.031822
Epoch 1582
Validation prc-auc = 0.031835
Epoch 1583
Validation prc-auc = 0.031801
Epoch 1584
Loss = 5.7446e-02, PNorm = 155.2981, GNorm = 0.9259, lr_0 = 9.2127e-04
Loss = 1.9345e+00, PNorm = 155.3007, GNorm = 16.5914, lr_0 = 9.2125e-04
Validation prc-auc = 0.030522
Epoch 1585
Validation prc-auc = 0.028939
Epoch 1586
Validation prc-auc = 0.027259
Epoch 1587
Validation prc-auc = 0.026744
Epoch 1588
Validation prc-auc = 0.026184
Epoch 1589
Loss = 1.6310e-02, PNorm = 155.4836, GNorm = 0.2878, lr_0 = 9.2103e-04
Loss = 4.8482e-02, PNorm = 155.5022, GNorm = 1.5632, lr_0 = 9.2101e-04
Validation prc-auc = 0.026538
Epoch 1590
Validation prc-auc = 0.027330
Epoch 1591
Validation prc-auc = 0.027795
Epoch 1592
Validation prc-auc = 0.027693
Epoch 1593
Validation prc-auc = 0.028617
Epoch 1594
Loss = 9.1591e-02, PNorm = 155.6966, GNorm = 0.6344, lr_0 = 9.2080e-04
Validation prc-auc = 0.028728
Epoch 1595
Validation prc-auc = 0.028648
Epoch 1596
Validation prc-auc = 0.029292
Epoch 1597
Validation prc-auc = 0.029287
Epoch 1598
Validation prc-auc = 0.030166
Epoch 1599
Loss = 3.7488e-03, PNorm = 155.9465, GNorm = 0.1191, lr_0 = 9.2055e-04
Validation prc-auc = 0.031433
Epoch 1600
Validation prc-auc = 0.030358
Epoch 1601
Validation prc-auc = 0.029462
Epoch 1602
Validation prc-auc = 0.029248
Epoch 1603
Loss = 6.2347e-02, PNorm = 156.1807, GNorm = 0.5715, lr_0 = 9.2034e-04
Loss = 7.9791e-02, PNorm = 156.2041, GNorm = 5.2963, lr_0 = 9.2032e-04
Validation prc-auc = 0.028964
Epoch 1604
Validation prc-auc = 0.029220
Epoch 1605
Validation prc-auc = 0.028668
Epoch 1606
Validation prc-auc = 0.028383
Epoch 1607
Validation prc-auc = 0.030002
Epoch 1608
Loss = 4.4915e-02, PNorm = 156.5992, GNorm = 3.5838, lr_0 = 9.2010e-04
Validation prc-auc = 0.029961
Epoch 1609
Validation prc-auc = 0.029087
Epoch 1610
Validation prc-auc = 0.028340
Epoch 1611
Validation prc-auc = 0.027022
Epoch 1612
Validation prc-auc = 0.026266
Epoch 1613
Loss = 8.9995e-02, PNorm = 156.8605, GNorm = 0.8727, lr_0 = 9.1987e-04
Validation prc-auc = 0.025476
Epoch 1614
Validation prc-auc = 0.024761
Epoch 1615
Validation prc-auc = 0.023989
Epoch 1616
Validation prc-auc = 0.024969
Epoch 1617
Loss = 1.8590e-02, PNorm = 156.9857, GNorm = 0.7659, lr_0 = 9.1966e-04
Loss = 1.7071e-02, PNorm = 156.9994, GNorm = 0.4488, lr_0 = 9.1964e-04
Validation prc-auc = 0.026444
Epoch 1618
Validation prc-auc = 0.027269
Epoch 1619
Validation prc-auc = 0.028654
Epoch 1620
Validation prc-auc = 0.030008
Epoch 1621
Validation prc-auc = 0.030698
Epoch 1622
Loss = 3.0144e-03, PNorm = 157.2035, GNorm = 0.0873, lr_0 = 9.1941e-04
Loss = 8.8738e-03, PNorm = 157.2164, GNorm = 0.2511, lr_0 = 9.1939e-04
Validation prc-auc = 0.029975
Epoch 1623
Validation prc-auc = 0.029120
Epoch 1624
Validation prc-auc = 0.027877
Epoch 1625
Validation prc-auc = 0.029496
Epoch 1626
Validation prc-auc = 0.029450
Epoch 1627
Loss = 4.6193e-03, PNorm = 157.3370, GNorm = 0.0997, lr_0 = 9.1918e-04
Validation prc-auc = 0.029747
Epoch 1628
Validation prc-auc = 0.030272
Epoch 1629
Validation prc-auc = 0.030765
Epoch 1630
Validation prc-auc = 0.031010
Epoch 1631
Validation prc-auc = 0.029447
Epoch 1632
Loss = 7.0176e-03, PNorm = 157.4336, GNorm = 0.1484, lr_0 = 9.1894e-04
Validation prc-auc = 0.029600
Epoch 1633
Validation prc-auc = 0.029398
Epoch 1634
Validation prc-auc = 0.029765
Epoch 1635
Validation prc-auc = 0.030281
Epoch 1636
Loss = 5.6406e-03, PNorm = 157.5414, GNorm = 0.5557, lr_0 = 9.1873e-04
Loss = 1.5825e-04, PNorm = 157.5480, GNorm = 0.0074, lr_0 = 9.1871e-04
Validation prc-auc = 0.030344
Epoch 1637
Validation prc-auc = 0.029516
Epoch 1638
Validation prc-auc = 0.029135
Epoch 1639
Validation prc-auc = 0.028786
Epoch 1640
Validation prc-auc = 0.028595
Epoch 1641
Loss = 3.5388e-03, PNorm = 157.6317, GNorm = 0.1305, lr_0 = 9.1848e-04
Validation prc-auc = 0.028715
Epoch 1642
Validation prc-auc = 0.028746
Epoch 1643
Validation prc-auc = 0.027857
Epoch 1644
Validation prc-auc = 0.027820
Epoch 1645
Validation prc-auc = 0.026823
Epoch 1646
Loss = 1.9690e-03, PNorm = 157.7371, GNorm = 0.0571, lr_0 = 9.1825e-04
Validation prc-auc = 0.026251
Epoch 1647
Validation prc-auc = 0.026032
Epoch 1648
Validation prc-auc = 0.025202
Epoch 1649
Validation prc-auc = 0.024595
Epoch 1650
Loss = 1.0646e-03, PNorm = 157.7869, GNorm = 0.3851, lr_0 = 9.1804e-04
Loss = 3.0018e-05, PNorm = 157.7893, GNorm = 0.0021, lr_0 = 9.1803e-04
Validation prc-auc = 0.024429
Epoch 1651
Validation prc-auc = 0.024318
Epoch 1652
Validation prc-auc = 0.024585
Epoch 1653
Validation prc-auc = 0.025244
Epoch 1654
Validation prc-auc = 0.025554
Epoch 1655
Loss = 4.5030e-03, PNorm = 157.8222, GNorm = 0.0006, lr_0 = 9.1780e-04
Loss = 3.3138e-05, PNorm = 157.8248, GNorm = 0.0028, lr_0 = 9.1778e-04
Validation prc-auc = 0.024531
Epoch 1656
Validation prc-auc = 0.025361
Epoch 1657
Validation prc-auc = 0.026060
Epoch 1658
Validation prc-auc = 0.025599
Epoch 1659
Validation prc-auc = 0.026118
Epoch 1660
Loss = 6.8547e-05, PNorm = 157.8533, GNorm = 0.0129, lr_0 = 9.1757e-04
Validation prc-auc = 0.026169
Epoch 1661
Validation prc-auc = 0.026033
Epoch 1662
Validation prc-auc = 0.027070
Epoch 1663
Validation prc-auc = 0.025685
Epoch 1664
Validation prc-auc = 0.022582
Epoch 1665
Loss = 5.1317e-01, PNorm = 157.9079, GNorm = 9.2933, lr_0 = 9.1733e-04
Validation prc-auc = 0.025164
Epoch 1666
Validation prc-auc = 0.028117
Epoch 1667
Validation prc-auc = 0.028967
Epoch 1668
Validation prc-auc = 0.029093
Epoch 1669
Loss = 1.3095e-01, PNorm = 158.1646, GNorm = 1.1531, lr_0 = 9.1712e-04
Loss = 1.4740e-02, PNorm = 158.1824, GNorm = 0.5865, lr_0 = 9.1710e-04
Validation prc-auc = 0.030023
Epoch 1670
Validation prc-auc = 0.029305
Epoch 1671
Validation prc-auc = 0.028027
Epoch 1672
Validation prc-auc = 0.026234
Epoch 1673
Validation prc-auc = 0.026007
Epoch 1674
Loss = 1.1420e-01, PNorm = 158.3700, GNorm = 2.6803, lr_0 = 9.1687e-04
Validation prc-auc = 0.028873
Epoch 1675
Validation prc-auc = 0.030799
Epoch 1676
Validation prc-auc = 0.030894
Epoch 1677
Validation prc-auc = 0.031119
Epoch 1678
Validation prc-auc = 0.031227
Epoch 1679
Loss = 1.2949e-02, PNorm = 158.4836, GNorm = 0.5423, lr_0 = 9.1664e-04
Validation prc-auc = 0.031420
Epoch 1680
Validation prc-auc = 0.031041
Epoch 1681
Validation prc-auc = 0.029601
Epoch 1682
Validation prc-auc = 0.027829
Epoch 1683
Loss = 6.4310e-03, PNorm = 158.5424, GNorm = 0.0542, lr_0 = 9.1642e-04
Validation prc-auc = 0.026513
Epoch 1684
Validation prc-auc = 0.025379
Epoch 1685
Validation prc-auc = 0.024891
Epoch 1686
Validation prc-auc = 0.024543
Epoch 1687
Validation prc-auc = 0.023872
Epoch 1688
Loss = 1.3585e-02, PNorm = 158.5940, GNorm = 0.3507, lr_0 = 9.1619e-04
Loss = 9.4820e-04, PNorm = 158.5986, GNorm = 0.0605, lr_0 = 9.1617e-04
Validation prc-auc = 0.023710
Epoch 1689
Validation prc-auc = 0.023561
Epoch 1690
Validation prc-auc = 0.023523
Epoch 1691
Validation prc-auc = 0.023466
Epoch 1692
Validation prc-auc = 0.023460
Epoch 1693
Loss = 1.9600e-03, PNorm = 158.6632, GNorm = 0.0861, lr_0 = 9.1596e-04
Validation prc-auc = 0.023492
Epoch 1694
Validation prc-auc = 0.023633
Epoch 1695
Validation prc-auc = 0.023730
Epoch 1696
Validation prc-auc = 0.023828
Epoch 1697
Validation prc-auc = 0.023700
Epoch 1698
Loss = 2.4970e-04, PNorm = 158.7222, GNorm = 0.0097, lr_0 = 9.1572e-04
Validation prc-auc = 0.023815
Epoch 1699
Validation prc-auc = 0.023783
Epoch 1700
Validation prc-auc = 0.023824
Epoch 1701
Validation prc-auc = 0.024219
Epoch 1702
Loss = 4.7004e-04, PNorm = 158.7498, GNorm = 0.0183, lr_0 = 9.1551e-04
Loss = 1.8279e-06, PNorm = 158.7520, GNorm = 0.0002, lr_0 = 9.1549e-04
Validation prc-auc = 0.024219
Epoch 1703
Validation prc-auc = 0.024064
Epoch 1704
Validation prc-auc = 0.024075
Epoch 1705
Validation prc-auc = 0.024313
Epoch 1706
Validation prc-auc = 0.024445
Epoch 1707
Loss = 2.1105e-03, PNorm = 158.7704, GNorm = 0.1114, lr_0 = 9.1526e-04
Loss = 2.2118e-02, PNorm = 158.7727, GNorm = 0.9021, lr_0 = 9.1525e-04
Validation prc-auc = 0.024479
Epoch 1708
Validation prc-auc = 0.024688
Epoch 1709
Validation prc-auc = 0.024990
Epoch 1710
Validation prc-auc = 0.025171
Epoch 1711
Validation prc-auc = 0.025252
Epoch 1712
Loss = 6.5456e-02, PNorm = 158.8193, GNorm = 2.0367, lr_0 = 9.1504e-04
Validation prc-auc = 0.026301
Epoch 1713
Validation prc-auc = 0.027138
Epoch 1714
Validation prc-auc = 0.027028
Epoch 1715
Validation prc-auc = 0.026697
Epoch 1716
Loss = 6.6858e-04, PNorm = 158.9074, GNorm = 0.0034, lr_0 = 9.1481e-04
Validation prc-auc = 0.026107
Epoch 1717
Validation prc-auc = 0.026137
Epoch 1718
Validation prc-auc = 0.026073
Epoch 1719
Validation prc-auc = 0.025959
Epoch 1720
Validation prc-auc = 0.026197
Epoch 1721
Loss = 4.4994e-03, PNorm = 158.9458, GNorm = 0.1616, lr_0 = 9.1458e-04
Loss = 1.6535e-02, PNorm = 158.9490, GNorm = 0.8177, lr_0 = 9.1457e-04
Validation prc-auc = 0.026702
Epoch 1722
Validation prc-auc = 0.026861
Epoch 1723
Validation prc-auc = 0.027611
Epoch 1724
Validation prc-auc = 0.027639
Epoch 1725
Validation prc-auc = 0.027500
Epoch 1726
Loss = 4.7533e-03, PNorm = 158.9905, GNorm = 0.1303, lr_0 = 9.1436e-04
Validation prc-auc = 0.027040
Epoch 1727
Validation prc-auc = 0.026407
Epoch 1728
Validation prc-auc = 0.026999
Epoch 1729
Validation prc-auc = 0.028646
Epoch 1730
Validation prc-auc = 0.029419
Epoch 1731
Loss = 5.9170e-04, PNorm = 159.0678, GNorm = 0.0182, lr_0 = 9.1411e-04
Validation prc-auc = 0.030526
Epoch 1732
Validation prc-auc = 0.031204
Epoch 1733
Validation prc-auc = 0.029852
Epoch 1734
Validation prc-auc = 0.028661
Epoch 1735
Loss = 3.2802e-03, PNorm = 159.1461, GNorm = 0.0880, lr_0 = 9.1390e-04
Loss = 2.4965e-03, PNorm = 159.1525, GNorm = 0.0958, lr_0 = 9.1389e-04
Validation prc-auc = 0.027948
Epoch 1736
Validation prc-auc = 0.027673
Epoch 1737
Validation prc-auc = 0.027471
Epoch 1738
Validation prc-auc = 0.026828
Epoch 1739
Validation prc-auc = 0.029018
Epoch 1740
Loss = 1.6911e-02, PNorm = 159.2209, GNorm = 0.2042, lr_0 = 9.1366e-04
Loss = 5.5838e-04, PNorm = 159.2266, GNorm = 0.0508, lr_0 = 9.1364e-04
Validation prc-auc = 0.031390
Epoch 1741
Validation prc-auc = 0.031114
Epoch 1742
Validation prc-auc = 0.029886
Epoch 1743
Validation prc-auc = 0.029888
Epoch 1744
Validation prc-auc = 0.032390
Epoch 1745
Loss = 1.0431e-01, PNorm = 159.3308, GNorm = 1.1049, lr_0 = 9.1343e-04
Validation prc-auc = 0.036047
Epoch 1746
Validation prc-auc = 0.036259
Epoch 1747
Validation prc-auc = 0.036694
Epoch 1748
Validation prc-auc = 0.036826
Epoch 1749
Loss = 4.7368e-02, PNorm = 159.4424, GNorm = 0.8769, lr_0 = 9.1320e-04
Validation prc-auc = 0.032467
Epoch 1750
Validation prc-auc = 0.031875
Epoch 1751
Validation prc-auc = 0.031933
Epoch 1752
Validation prc-auc = 0.032670
Epoch 1753
Validation prc-auc = 0.033701
Epoch 1754
Loss = 1.0083e-02, PNorm = 159.5928, GNorm = 0.3287, lr_0 = 9.1298e-04
Loss = 2.1549e-01, PNorm = 159.6008, GNorm = 3.7557, lr_0 = 9.1296e-04
Validation prc-auc = 0.033493
Epoch 1755
Validation prc-auc = 0.033310
Epoch 1756
Validation prc-auc = 0.032931
Epoch 1757
Validation prc-auc = 0.032935
Epoch 1758
Validation prc-auc = 0.032752
Epoch 1759
Loss = 3.4508e-03, PNorm = 159.6889, GNorm = 0.0767, lr_0 = 9.1275e-04
Validation prc-auc = 0.032675
Epoch 1760
Validation prc-auc = 0.032763
Epoch 1761
Validation prc-auc = 0.032901
Epoch 1762
Validation prc-auc = 0.032697
Epoch 1763
Validation prc-auc = 0.033254
Epoch 1764
Loss = 1.8590e-01, PNorm = 159.7559, GNorm = 1.7953, lr_0 = 9.1251e-04
Validation prc-auc = 0.032831
Epoch 1765
Validation prc-auc = 0.033890
Epoch 1766
Validation prc-auc = 0.034139
Epoch 1767
Validation prc-auc = 0.034330
Epoch 1768
Loss = 1.8020e-02, PNorm = 159.8426, GNorm = 0.2497, lr_0 = 9.1230e-04
Loss = 4.2540e-03, PNorm = 159.8505, GNorm = 0.5639, lr_0 = 9.1228e-04
Validation prc-auc = 0.034720
Epoch 1769
Validation prc-auc = 0.035714
Epoch 1770
Validation prc-auc = 0.038276
Epoch 1771
Validation prc-auc = 0.039636
Epoch 1772
Validation prc-auc = 0.039291
Epoch 1773
Loss = 8.8245e-04, PNorm = 159.9306, GNorm = 0.0525, lr_0 = 9.1206e-04
Loss = 2.2610e-04, PNorm = 159.9339, GNorm = 0.0141, lr_0 = 9.1204e-04
Validation prc-auc = 0.039475
Epoch 1774
Validation prc-auc = 0.040918
Epoch 1775
Validation prc-auc = 0.040414
Epoch 1776
Validation prc-auc = 0.040862
Epoch 1777
Validation prc-auc = 0.039306
Epoch 1778
Loss = 4.1704e-04, PNorm = 159.9734, GNorm = 0.0227, lr_0 = 9.1183e-04
Validation prc-auc = 0.038756
Epoch 1779
Validation prc-auc = 0.038258
Epoch 1780
Validation prc-auc = 0.038134
Epoch 1781
Validation prc-auc = 0.038173
Epoch 1782
Validation prc-auc = 0.038685
Epoch 1783
Loss = 4.6614e-05, PNorm = 160.0113, GNorm = 0.0022, lr_0 = 9.1159e-04
Validation prc-auc = 0.038403
Epoch 1784
Validation prc-auc = 0.037407
Epoch 1785
Validation prc-auc = 0.034041
Epoch 1786
Validation prc-auc = 0.033302
Epoch 1787
Loss = 7.5797e-04, PNorm = 160.0552, GNorm = 0.0851, lr_0 = 9.1138e-04
Loss = 3.8263e-05, PNorm = 160.0588, GNorm = 0.0033, lr_0 = 9.1136e-04
Validation prc-auc = 0.032804
Epoch 1788
Validation prc-auc = 0.034161
Epoch 1789
Validation prc-auc = 0.034979
Epoch 1790
Validation prc-auc = 0.035335
Epoch 1791
Validation prc-auc = 0.035300
Epoch 1792
Loss = 3.0283e-04, PNorm = 160.1140, GNorm = 0.0137, lr_0 = 9.1115e-04
Validation prc-auc = 0.035472
Epoch 1793
Validation prc-auc = 0.035124
Epoch 1794
Validation prc-auc = 0.034630
Epoch 1795
Validation prc-auc = 0.034293
Epoch 1796
Validation prc-auc = 0.034411
Epoch 1797
Loss = 8.2685e-04, PNorm = 160.1858, GNorm = 0.0331, lr_0 = 9.1091e-04
Validation prc-auc = 0.036266
Epoch 1798
Validation prc-auc = 0.037516
Epoch 1799
Validation prc-auc = 0.034641
Epoch 1800
Validation prc-auc = 0.034108
Epoch 1801
Loss = 2.1814e-02, PNorm = 160.3604, GNorm = 0.4787, lr_0 = 9.1070e-04
Loss = 4.5488e-04, PNorm = 160.3792, GNorm = 0.0323, lr_0 = 9.1068e-04
Validation prc-auc = 0.030144
Epoch 1802
Validation prc-auc = 0.031156
Epoch 1803
Validation prc-auc = 0.032583
Epoch 1804
Validation prc-auc = 0.038034
Epoch 1805
Validation prc-auc = 0.038234
Epoch 1806
Loss = 3.0245e-02, PNorm = 160.6189, GNorm = 0.3991, lr_0 = 9.1046e-04
Loss = 1.5964e-02, PNorm = 160.6375, GNorm = 0.5650, lr_0 = 9.1044e-04
Validation prc-auc = 0.034024
Epoch 1807
Validation prc-auc = 0.033541
Epoch 1808
Validation prc-auc = 0.034365
Epoch 1809
Validation prc-auc = 0.034745
Epoch 1810
Validation prc-auc = 0.034288
Epoch 1811
Loss = 1.3310e-03, PNorm = 160.8513, GNorm = 0.1242, lr_0 = 9.1023e-04
Validation prc-auc = 0.032436
Epoch 1812
Validation prc-auc = 0.032222
Epoch 1813
Validation prc-auc = 0.031963
Epoch 1814
Validation prc-auc = 0.031024
Epoch 1815
Validation prc-auc = 0.030763
Epoch 1816
Loss = 4.3818e-02, PNorm = 161.0596, GNorm = 0.9576, lr_0 = 9.0999e-04
Validation prc-auc = 0.031889
Epoch 1817
Validation prc-auc = 0.032360
Epoch 1818
Validation prc-auc = 0.033612
Epoch 1819
Validation prc-auc = 0.031869
Epoch 1820
Loss = 1.9330e-02, PNorm = 161.1701, GNorm = 0.1160, lr_0 = 9.0978e-04
Loss = 5.6086e-03, PNorm = 161.1789, GNorm = 0.2171, lr_0 = 9.0976e-04
Validation prc-auc = 0.028959
Epoch 1821
Validation prc-auc = 0.028015
Epoch 1822
Validation prc-auc = 0.027307
Epoch 1823
Validation prc-auc = 0.026677
Epoch 1824
Validation prc-auc = 0.029607
Epoch 1825
Loss = 1.0593e-02, PNorm = 161.2762, GNorm = 0.6174, lr_0 = 9.0955e-04
Validation prc-auc = 0.030042
Epoch 1826
Validation prc-auc = 0.030140
Epoch 1827
Validation prc-auc = 0.030006
Epoch 1828
Validation prc-auc = 0.032495
Epoch 1829
Validation prc-auc = 0.032907
Epoch 1830
Loss = 3.1296e-03, PNorm = 161.3767, GNorm = 0.1995, lr_0 = 9.0931e-04
Validation prc-auc = 0.032938
Epoch 1831
Validation prc-auc = 0.033072
Epoch 1832
Validation prc-auc = 0.032440
Epoch 1833
Validation prc-auc = 0.031774
Epoch 1834
Loss = 3.6187e-04, PNorm = 161.4584, GNorm = 0.0118, lr_0 = 9.0910e-04
Loss = 1.5830e-03, PNorm = 161.4633, GNorm = 0.1225, lr_0 = 9.0909e-04
Validation prc-auc = 0.031154
Epoch 1835
Validation prc-auc = 0.031138
Epoch 1836
Validation prc-auc = 0.030841
Epoch 1837
Validation prc-auc = 0.029827
Epoch 1838
Validation prc-auc = 0.032610
Epoch 1839
Loss = 2.3151e-02, PNorm = 161.6495, GNorm = 0.7632, lr_0 = 9.0886e-04
Loss = 1.5923e-02, PNorm = 161.6696, GNorm = 0.5993, lr_0 = 9.0884e-04
Validation prc-auc = 0.031913
Epoch 1840
Validation prc-auc = 0.031417
Epoch 1841
Validation prc-auc = 0.030932
Epoch 1842
Validation prc-auc = 0.029336
Epoch 1843
Validation prc-auc = 0.027918
Epoch 1844
Loss = 9.7175e-03, PNorm = 161.8822, GNorm = 0.3489, lr_0 = 9.0863e-04
Validation prc-auc = 0.027758
Epoch 1845
Validation prc-auc = 0.029313
Epoch 1846
Validation prc-auc = 0.030617
Epoch 1847
Validation prc-auc = 0.031159
Epoch 1848
Validation prc-auc = 0.031746
Epoch 1849
Loss = 7.2532e-03, PNorm = 162.0820, GNorm = 0.1407, lr_0 = 9.0839e-04
Validation prc-auc = 0.031640
Epoch 1850
Validation prc-auc = 0.032175
Epoch 1851
Validation prc-auc = 0.032222
Epoch 1852
Validation prc-auc = 0.029818
Epoch 1853
Loss = 1.3994e-02, PNorm = 162.1797, GNorm = 0.5117, lr_0 = 9.0818e-04
Loss = 1.9151e-03, PNorm = 162.1892, GNorm = 0.0984, lr_0 = 9.0817e-04
Validation prc-auc = 0.026509
Epoch 1854
Validation prc-auc = 0.025728
Epoch 1855
Validation prc-auc = 0.025678
Epoch 1856
Validation prc-auc = 0.026335
Epoch 1857
Validation prc-auc = 0.026936
Epoch 1858
Loss = 3.5027e-03, PNorm = 162.3817, GNorm = 0.1069, lr_0 = 9.0794e-04
Validation prc-auc = 0.027565
Epoch 1859
Validation prc-auc = 0.027869
Epoch 1860
Validation prc-auc = 0.028021
Epoch 1861
Validation prc-auc = 0.027664
Epoch 1862
Validation prc-auc = 0.027260
Epoch 1863
Loss = 1.2326e-03, PNorm = 162.5127, GNorm = 0.0412, lr_0 = 9.0772e-04
Validation prc-auc = 0.027295
Epoch 1864
Validation prc-auc = 0.027152
Epoch 1865
Validation prc-auc = 0.027039
Epoch 1866
Validation prc-auc = 0.026901
Epoch 1867
Loss = 6.1875e-03, PNorm = 162.5928, GNorm = 0.2415, lr_0 = 9.0751e-04
Loss = 1.5516e-05, PNorm = 162.5981, GNorm = 0.0016, lr_0 = 9.0749e-04
Validation prc-auc = 0.026789
Epoch 1868
Validation prc-auc = 0.026970
Epoch 1869
Validation prc-auc = 0.026728
Epoch 1870
Validation prc-auc = 0.026725
Epoch 1871
Validation prc-auc = 0.026987
Epoch 1872
Loss = 9.9297e-04, PNorm = 162.6634, GNorm = 0.0749, lr_0 = 9.0727e-04
Loss = 2.7653e-02, PNorm = 162.6684, GNorm = 2.0091, lr_0 = 9.0725e-04
Validation prc-auc = 0.026887
Epoch 1873
Validation prc-auc = 0.026469
Epoch 1874
Validation prc-auc = 0.026014
Epoch 1875
Validation prc-auc = 0.026085
Epoch 1876
Validation prc-auc = 0.026156
Epoch 1877
Loss = 5.4671e-04, PNorm = 162.7402, GNorm = 0.0217, lr_0 = 9.0704e-04
Validation prc-auc = 0.026561
Epoch 1878
Validation prc-auc = 0.026758
Epoch 1879
Validation prc-auc = 0.026935
Epoch 1880
Validation prc-auc = 0.026973
Epoch 1881
Validation prc-auc = 0.027114
Epoch 1882
Loss = 5.9958e-06, PNorm = 162.8055, GNorm = 0.0007, lr_0 = 9.0680e-04
Validation prc-auc = 0.027297
Epoch 1883
Validation prc-auc = 0.026895
Epoch 1884
Validation prc-auc = 0.026002
Epoch 1885
Validation prc-auc = 0.024183
Epoch 1886
Loss = 7.9209e-04, PNorm = 162.9614, GNorm = 0.0558, lr_0 = 9.0659e-04
Loss = 1.6250e-04, PNorm = 162.9830, GNorm = 0.0119, lr_0 = 9.0657e-04
Validation prc-auc = 0.022522
Epoch 1887
Validation prc-auc = 0.021460
Epoch 1888
Validation prc-auc = 0.020708
Epoch 1889
Validation prc-auc = 0.020211
Epoch 1890
Validation prc-auc = 0.019864
Epoch 1891
Loss = 6.6669e-03, PNorm = 163.2173, GNorm = 0.1269, lr_0 = 9.0635e-04
Validation prc-auc = 0.019588
Epoch 1892
Validation prc-auc = 0.019482
Epoch 1893
Validation prc-auc = 0.019968
Epoch 1894
Validation prc-auc = 0.020678
Epoch 1895
Validation prc-auc = 0.020820
Epoch 1896
Loss = 4.0078e-03, PNorm = 163.3653, GNorm = 0.3516, lr_0 = 9.0612e-04
Validation prc-auc = 0.020782
Epoch 1897
Validation prc-auc = 0.021912
Epoch 1898
Validation prc-auc = 0.023160
Epoch 1899
Validation prc-auc = 0.023435
Epoch 1900
Loss = 4.9963e-02, PNorm = 163.5571, GNorm = 0.6598, lr_0 = 9.0592e-04
Loss = 1.8361e-04, PNorm = 163.5726, GNorm = 0.0142, lr_0 = 9.0590e-04
Validation prc-auc = 0.024431
Epoch 1901
Validation prc-auc = 0.024318
Epoch 1902
Validation prc-auc = 0.023594
Epoch 1903
Validation prc-auc = 0.024266
Epoch 1904
Validation prc-auc = 0.025467
Epoch 1905
Loss = 1.0410e-03, PNorm = 163.7694, GNorm = 0.0431, lr_0 = 9.0567e-04
Loss = 2.7869e-04, PNorm = 163.7795, GNorm = 0.0188, lr_0 = 9.0566e-04
Validation prc-auc = 0.024997
Epoch 1906
Validation prc-auc = 0.025960
Epoch 1907
Validation prc-auc = 0.026844
Epoch 1908
Validation prc-auc = 0.027406
Epoch 1909
Validation prc-auc = 0.027680
Epoch 1910
Loss = 4.9606e-03, PNorm = 163.8899, GNorm = 0.2982, lr_0 = 9.0545e-04
Validation prc-auc = 0.028075
Epoch 1911
Validation prc-auc = 0.028188
Epoch 1912
Validation prc-auc = 0.028172
Epoch 1913
Validation prc-auc = 0.027807
Epoch 1914
Validation prc-auc = 0.027949
Epoch 1915
Loss = 1.6212e-03, PNorm = 163.9612, GNorm = 0.1043, lr_0 = 9.0521e-04
Validation prc-auc = 0.028276
Epoch 1916
Validation prc-auc = 0.027522
Epoch 1917
Validation prc-auc = 0.026577
Epoch 1918
Validation prc-auc = 0.026121
Epoch 1919
Loss = 2.6996e-03, PNorm = 164.0974, GNorm = 0.1655, lr_0 = 9.0500e-04
Loss = 7.3998e-05, PNorm = 164.1090, GNorm = 0.0043, lr_0 = 9.0498e-04
Validation prc-auc = 0.026007
Epoch 1920
Validation prc-auc = 0.026170
Epoch 1921
Validation prc-auc = 0.026339
Epoch 1922
Validation prc-auc = 0.026626
Epoch 1923
Validation prc-auc = 0.026769
Epoch 1924
Loss = 3.5494e-02, PNorm = 164.2590, GNorm = 1.7094, lr_0 = 9.0476e-04
Validation prc-auc = 0.025271
Epoch 1925
Validation prc-auc = 0.023833
Epoch 1926
Validation prc-auc = 0.022716
Epoch 1927
Validation prc-auc = 0.022342
Epoch 1928
Validation prc-auc = 0.022228
Epoch 1929
Loss = 4.9215e-04, PNorm = 164.3873, GNorm = 0.0166, lr_0 = 9.0454e-04
Validation prc-auc = 0.022222
Epoch 1930
Validation prc-auc = 0.022238
Epoch 1931
Validation prc-auc = 0.022238
Epoch 1932
Validation prc-auc = 0.023040
Epoch 1933
Loss = 5.5532e-04, PNorm = 164.4630, GNorm = 0.0042, lr_0 = 9.0431e-04
Validation prc-auc = 0.023875
Epoch 1934
Validation prc-auc = 0.024296
Epoch 1935
Validation prc-auc = 0.024855
Epoch 1936
Validation prc-auc = 0.024492
Epoch 1937
Validation prc-auc = 0.024643
Epoch 1938
Loss = 2.0066e-03, PNorm = 164.5318, GNorm = 0.0521, lr_0 = 9.0409e-04
Loss = 1.8631e-03, PNorm = 164.5359, GNorm = 0.1563, lr_0 = 9.0407e-04
Validation prc-auc = 0.024908
Epoch 1939
Validation prc-auc = 0.027042
Epoch 1940
Validation prc-auc = 0.030066
Epoch 1941
Validation prc-auc = 0.034557
Epoch 1942
Validation prc-auc = 0.039280
Epoch 1943
Loss = 6.8254e-04, PNorm = 164.6077, GNorm = 0.0211, lr_0 = 9.0386e-04
Validation prc-auc = 0.039102
Epoch 1944
Validation prc-auc = 0.028894
Epoch 1945
Validation prc-auc = 0.026152
Epoch 1946
Validation prc-auc = 0.025319
Epoch 1947
Validation prc-auc = 0.026215
Epoch 1948
Loss = 3.1763e-02, PNorm = 164.7053, GNorm = 0.5506, lr_0 = 9.0362e-04
Validation prc-auc = 0.025745
Epoch 1949
Validation prc-auc = 0.025274
Epoch 1950
Validation prc-auc = 0.024853
Epoch 1951
Validation prc-auc = 0.024720
Epoch 1952
Loss = 1.6596e-02, PNorm = 164.8715, GNorm = 0.0444, lr_0 = 9.0341e-04
Loss = 5.3445e-06, PNorm = 164.8818, GNorm = 0.0007, lr_0 = 9.0340e-04
Validation prc-auc = 0.024541
Epoch 1953
Validation prc-auc = 0.023812
Epoch 1954
Validation prc-auc = 0.023367
Epoch 1955
Validation prc-auc = 0.022813
Epoch 1956
Validation prc-auc = 0.022522
Epoch 1957
Loss = 2.8325e-02, PNorm = 165.0451, GNorm = 1.4896, lr_0 = 9.0317e-04
Loss = 4.7089e-02, PNorm = 165.0575, GNorm = 1.4118, lr_0 = 9.0316e-04
Validation prc-auc = 0.022232
Epoch 1958
Validation prc-auc = 0.021615
Epoch 1959
Validation prc-auc = 0.021500
Epoch 1960
Validation prc-auc = 0.021023
Epoch 1961
Validation prc-auc = 0.021050
Epoch 1962
Loss = 9.1252e-04, PNorm = 165.2083, GNorm = 0.0348, lr_0 = 9.0295e-04
Validation prc-auc = 0.020508
Epoch 1963
Validation prc-auc = 0.020018
Epoch 1964
Validation prc-auc = 0.019835
Epoch 1965
Validation prc-auc = 0.019614
Epoch 1966
Loss = 2.2260e-03, PNorm = 165.3226, GNorm = 0.0002, lr_0 = 9.0273e-04
Validation prc-auc = 0.019646
Epoch 1967
Validation prc-auc = 0.019777
Epoch 1968
Validation prc-auc = 0.019831
Epoch 1969
Validation prc-auc = 0.019902
Epoch 1970
Validation prc-auc = 0.019746
Epoch 1971
Loss = 1.0999e-03, PNorm = 165.3944, GNorm = 0.0456, lr_0 = 9.0250e-04
Loss = 6.1381e-05, PNorm = 165.3977, GNorm = 0.0054, lr_0 = 9.0249e-04
Validation prc-auc = 0.019774
Epoch 1972
Validation prc-auc = 0.019663
Epoch 1973
Validation prc-auc = 0.019617
Epoch 1974
Validation prc-auc = 0.019575
Epoch 1975
Validation prc-auc = 0.019625
Epoch 1976
Loss = 8.8381e-04, PNorm = 165.4296, GNorm = 0.0333, lr_0 = 9.0228e-04
Validation prc-auc = 0.019620
Epoch 1977
Validation prc-auc = 0.019649
Epoch 1978
Validation prc-auc = 0.019630
Epoch 1979
Validation prc-auc = 0.019618
Epoch 1980
Validation prc-auc = 0.019690
Epoch 1981
Loss = 3.3377e-03, PNorm = 165.4572, GNorm = 0.2424, lr_0 = 9.0204e-04
Validation prc-auc = 0.019713
Epoch 1982
Validation prc-auc = 0.020038
Epoch 1983
Validation prc-auc = 0.020321
Epoch 1984
Validation prc-auc = 0.020426
Epoch 1985
Loss = 3.4549e-05, PNorm = 165.4783, GNorm = 0.0030, lr_0 = 9.0183e-04
Loss = 0.0000e+00, PNorm = 165.4798, GNorm = 0.0000, lr_0 = 9.0181e-04
Validation prc-auc = 0.020477
Epoch 1986
Validation prc-auc = 0.020511
Epoch 1987
Validation prc-auc = 0.020461
Epoch 1988
Validation prc-auc = 0.020388
Epoch 1989
Validation prc-auc = 0.020343
Epoch 1990
Loss = 9.1082e-02, PNorm = 165.4927, GNorm = 1.2972, lr_0 = 9.0159e-04
Loss = 1.3688e-03, PNorm = 165.4927, GNorm = 0.0670, lr_0 = 9.0157e-04
Validation prc-auc = 0.020254
Epoch 1991
Validation prc-auc = 0.020217
Epoch 1992
Validation prc-auc = 0.020108
Epoch 1993
Validation prc-auc = 0.019911
Epoch 1994
Validation prc-auc = 0.019940
Epoch 1995
Loss = 5.7225e-03, PNorm = 165.5142, GNorm = 0.1789, lr_0 = 9.0137e-04
Validation prc-auc = 0.020160
Epoch 1996
Validation prc-auc = 0.020371
Epoch 1997
Validation prc-auc = 0.020583
Epoch 1998
Validation prc-auc = 0.020883
Epoch 1999
Loss = 4.3407e-03, PNorm = 165.5860, GNorm = 0.0002, lr_0 = 9.0114e-04
Validation prc-auc = 0.020906
Model 0 best validation prc-auc = 0.082241 on epoch 584
Loading pretrained parameter "encoder.encoder.0.cached_zero_vector".
Loading pretrained parameter "encoder.encoder.0.W_i.weight".
Loading pretrained parameter "encoder.encoder.0.W_h.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.bias".
Loading pretrained parameter "ffn.1.weight".
Loading pretrained parameter "ffn.1.bias".
Loading pretrained parameter "ffn.4.weight".
Loading pretrained parameter "ffn.4.bias".
Loading pretrained parameter "ffn.7.weight".
Loading pretrained parameter "ffn.7.bias".
Moving model to cuda
Model 0 test prc-auc = 0.030667
Ensemble test prc-auc = 0.030667
Fold 1
Splitting data with seed 1
Class sizes
sars_cov_two_active 0: 98.39%, 1: 1.61%
Total size = 3,291 | train size = 3,291 | val size = 1,093 | test size = 1,084
With class_balance, effective train size = 106
Building model 0
MoleculeModel(
  (sigmoid): Sigmoid()
  (encoder): MPN(
    (encoder): ModuleList(
      (0): MPNEncoder(
        (dropout_layer): Dropout(p=0.30000000000000004, inplace=False)
        (act_func): ReLU()
        (W_i): Linear(in_features=147, out_features=2000, bias=False)
        (W_h): Linear(in_features=2000, out_features=2000, bias=False)
        (W_o): Linear(in_features=2133, out_features=2000, bias=True)
      )
    )
  )
  (ffn): Sequential(
    (0): Dropout(p=0.30000000000000004, inplace=False)
    (1): Linear(in_features=2000, out_features=2000, bias=True)
    (2): ReLU()
    (3): Dropout(p=0.30000000000000004, inplace=False)
    (4): Linear(in_features=2000, out_features=2000, bias=True)
    (5): ReLU()
    (6): Dropout(p=0.30000000000000004, inplace=False)
    (7): Linear(in_features=2000, out_features=1, bias=True)
  )
)
Number of parameters = 16,568,001
Moving model to cuda
Epoch 0
Validation prc-auc = 0.015946
Epoch 1
Validation prc-auc = 0.035447
Epoch 2
Validation prc-auc = 0.011007
Epoch 3
Validation prc-auc = 0.023256
Epoch 4
Loss = 7.8731e-01, PNorm = 91.3498, GNorm = 3.2627, lr_0 = 2.0385e-04
Loss = 8.0891e-01, PNorm = 91.3527, GNorm = 7.6109, lr_0 = 2.1077e-04
Validation prc-auc = 0.010660
Epoch 5
Validation prc-auc = 0.038525
Epoch 6
Validation prc-auc = 0.013085
Epoch 7
Validation prc-auc = 0.033743
Epoch 8
Validation prc-auc = 0.030581
Epoch 9
Loss = 7.6898e-01, PNorm = 91.4032, GNorm = 1.9449, lr_0 = 3.0077e-04
Validation prc-auc = 0.031352
Epoch 10
Validation prc-auc = 0.030670
Epoch 11
Validation prc-auc = 0.016169
Epoch 12
Validation prc-auc = 0.026345
Epoch 13
Validation prc-auc = 0.020237
Epoch 14
Loss = 6.9553e-01, PNorm = 91.4795, GNorm = 0.8089, lr_0 = 4.0462e-04
Validation prc-auc = 0.020189
Epoch 15
Validation prc-auc = 0.023333
Epoch 16
Validation prc-auc = 0.019367
Epoch 17
Validation prc-auc = 0.021392
Epoch 18
Loss = 6.5890e-01, PNorm = 91.5588, GNorm = 0.8221, lr_0 = 4.9462e-04
Loss = 6.6578e-01, PNorm = 91.5656, GNorm = 2.5321, lr_0 = 5.0154e-04
Validation prc-auc = 0.024790
Epoch 19
Validation prc-auc = 0.021755
Epoch 20
Validation prc-auc = 0.023905
Epoch 21
Validation prc-auc = 0.023228
Epoch 22
Validation prc-auc = 0.024006
Epoch 23
Loss = 7.1312e-01, PNorm = 91.6772, GNorm = 1.0191, lr_0 = 5.9846e-04
Loss = 5.6792e-01, PNorm = 91.6869, GNorm = 2.1540, lr_0 = 6.0538e-04
Validation prc-auc = 0.019740
Epoch 24
Validation prc-auc = 0.019916
Epoch 25
Validation prc-auc = 0.019375
Epoch 26
Validation prc-auc = 0.022276
Epoch 27
Validation prc-auc = 0.022673
Epoch 28
Loss = 6.5439e-01, PNorm = 91.8269, GNorm = 1.7629, lr_0 = 6.9538e-04
Validation prc-auc = 0.025865
Epoch 29
Validation prc-auc = 0.026720
Epoch 30
Validation prc-auc = 0.027272
Epoch 31
Validation prc-auc = 0.024658
Epoch 32
Validation prc-auc = 0.021747
Epoch 33
Loss = 6.3903e-01, PNorm = 91.9958, GNorm = 0.5307, lr_0 = 7.9923e-04
Validation prc-auc = 0.019779
Epoch 34
Validation prc-auc = 0.018840
Epoch 35
Validation prc-auc = 0.021336
Epoch 36
Validation prc-auc = 0.019964
Epoch 37
Loss = 7.7396e-01, PNorm = 92.1551, GNorm = 1.6625, lr_0 = 8.8923e-04
Loss = 5.9996e-01, PNorm = 92.1660, GNorm = 1.2647, lr_0 = 8.9615e-04
Validation prc-auc = 0.021028
Epoch 38
Validation prc-auc = 0.021015
Epoch 39
Validation prc-auc = 0.022623
Epoch 40
Validation prc-auc = 0.021635
Epoch 41
Validation prc-auc = 0.020940
Epoch 42
Loss = 6.7797e-01, PNorm = 92.3380, GNorm = 0.3473, lr_0 = 9.8615e-04
Validation prc-auc = 0.021102
Epoch 43
Validation prc-auc = 0.021667
Epoch 44
Validation prc-auc = 0.021706
Epoch 45
Validation prc-auc = 0.021000
Epoch 46
Validation prc-auc = 0.020310
Epoch 47
Loss = 6.0941e-01, PNorm = 92.5328, GNorm = 0.6356, lr_0 = 9.9977e-04
Validation prc-auc = 0.020068
Epoch 48
Validation prc-auc = 0.020208
Epoch 49
Validation prc-auc = 0.020956
Epoch 50
Validation prc-auc = 0.021253
Epoch 51
Loss = 5.8788e-01, PNorm = 92.7235, GNorm = 0.5025, lr_0 = 9.9954e-04
Loss = 3.4302e-01, PNorm = 92.7420, GNorm = 1.1001, lr_0 = 9.9952e-04
Validation prc-auc = 0.020408
Epoch 52
Validation prc-auc = 0.019995
Epoch 53
Validation prc-auc = 0.018253
Epoch 54
Validation prc-auc = 0.018918
Epoch 55
Validation prc-auc = 0.019261
Epoch 56
Loss = 6.9170e-01, PNorm = 93.0258, GNorm = 1.2821, lr_0 = 9.9927e-04
Loss = 4.7216e-01, PNorm = 93.0519, GNorm = 1.4302, lr_0 = 9.9926e-04
Validation prc-auc = 0.019372
Epoch 57
Validation prc-auc = 0.019329
Epoch 58
Validation prc-auc = 0.018076
Epoch 59
Validation prc-auc = 0.019065
Epoch 60
Validation prc-auc = 0.019953
Epoch 61
Loss = 5.6907e-01, PNorm = 93.3138, GNorm = 0.6973, lr_0 = 9.9903e-04
Validation prc-auc = 0.019842
Epoch 62
Validation prc-auc = 0.020812
Epoch 63
Validation prc-auc = 0.020843
Epoch 64
Validation prc-auc = 0.019894
Epoch 65
Validation prc-auc = 0.020719
Epoch 66
Loss = 5.2019e-01, PNorm = 93.5958, GNorm = 0.6591, lr_0 = 9.9876e-04
Validation prc-auc = 0.018975
Epoch 67
Validation prc-auc = 0.018610
Epoch 68
Validation prc-auc = 0.017547
Epoch 69
Validation prc-auc = 0.019366
Epoch 70
Loss = 6.9655e-01, PNorm = 93.9044, GNorm = 0.5184, lr_0 = 9.9853e-04
Loss = 7.2661e-01, PNorm = 93.9295, GNorm = 0.9927, lr_0 = 9.9851e-04
Validation prc-auc = 0.018517
Epoch 71
Validation prc-auc = 0.017879
Epoch 72
Validation prc-auc = 0.018562
Epoch 73
Validation prc-auc = 0.019152
Epoch 74
Validation prc-auc = 0.019370
Epoch 75
Loss = 6.4576e-01, PNorm = 94.1959, GNorm = 0.4063, lr_0 = 9.9828e-04
Validation prc-auc = 0.020309
Epoch 76
Validation prc-auc = 0.020770
Epoch 77
Validation prc-auc = 0.022410
Epoch 78
Validation prc-auc = 0.023799
Epoch 79
Validation prc-auc = 0.019987
Epoch 80
Loss = 6.0719e-01, PNorm = 94.4721, GNorm = 0.7782, lr_0 = 9.9802e-04
Validation prc-auc = 0.022534
Epoch 81
Validation prc-auc = 0.023324
Epoch 82
Validation prc-auc = 0.022772
Epoch 83
Validation prc-auc = 0.021803
Epoch 84
Loss = 5.8254e-01, PNorm = 94.7870, GNorm = 0.3406, lr_0 = 9.9779e-04
Loss = 5.7032e-01, PNorm = 94.8082, GNorm = 0.4417, lr_0 = 9.9777e-04
Validation prc-auc = 0.022057
Epoch 85
Validation prc-auc = 0.022352
Epoch 86
Validation prc-auc = 0.022084
Epoch 87
Validation prc-auc = 0.021132
Epoch 88
Validation prc-auc = 0.020404
Epoch 89
Loss = 5.4834e-01, PNorm = 95.0584, GNorm = 1.1760, lr_0 = 9.9752e-04
Loss = 2.9977e-01, PNorm = 95.0768, GNorm = 1.7194, lr_0 = 9.9750e-04
Validation prc-auc = 0.023072
Epoch 90
Validation prc-auc = 0.024983
Epoch 91
Validation prc-auc = 0.022285
Epoch 92
Validation prc-auc = 0.021773
Epoch 93
Validation prc-auc = 0.022927
Epoch 94
Loss = 4.3359e-01, PNorm = 95.3340, GNorm = 0.7130, lr_0 = 9.9727e-04
Validation prc-auc = 0.024854
Epoch 95
Validation prc-auc = 0.023781
Epoch 96
Validation prc-auc = 0.024487
Epoch 97
Validation prc-auc = 0.020559
Epoch 98
Validation prc-auc = 0.024106
Epoch 99
Loss = 5.9234e-01, PNorm = 95.7482, GNorm = 4.1299, lr_0 = 9.9701e-04
Validation prc-auc = 0.022740
Epoch 100
Validation prc-auc = 0.026903
Epoch 101
Validation prc-auc = 0.024778
Epoch 102
Validation prc-auc = 0.021475
Epoch 103
Loss = 6.1628e-01, PNorm = 96.1307, GNorm = 1.6612, lr_0 = 9.9678e-04
Loss = 5.0714e-01, PNorm = 96.1604, GNorm = 0.9802, lr_0 = 9.9676e-04
Validation prc-auc = 0.021699
Epoch 104
Validation prc-auc = 0.023485
Epoch 105
Validation prc-auc = 0.020693
Epoch 106
Validation prc-auc = 0.020358
Epoch 107
Validation prc-auc = 0.021728
Epoch 108
Loss = 4.6626e-01, PNorm = 96.5011, GNorm = 1.6315, lr_0 = 9.9651e-04
Validation prc-auc = 0.021900
Epoch 109
Validation prc-auc = 0.023719
Epoch 110
Validation prc-auc = 0.025887
Epoch 111
Validation prc-auc = 0.025894
Epoch 112
Validation prc-auc = 0.024051
Epoch 113
Loss = 5.6215e-01, PNorm = 96.8107, GNorm = 0.6320, lr_0 = 9.9627e-04
Validation prc-auc = 0.023825
Epoch 114
Validation prc-auc = 0.023772
Epoch 115
Validation prc-auc = 0.024460
Epoch 116
Validation prc-auc = 0.030580
Epoch 117
Loss = 4.3463e-01, PNorm = 97.1451, GNorm = 1.2822, lr_0 = 9.9604e-04
Loss = 1.6629e-01, PNorm = 97.1733, GNorm = 2.2105, lr_0 = 9.9602e-04
Validation prc-auc = 0.029842
Epoch 118
Validation prc-auc = 0.031547
Epoch 119
Validation prc-auc = 0.031753
Epoch 120
Validation prc-auc = 0.031690
Epoch 121
Validation prc-auc = 0.029287
Epoch 122
Loss = 3.5760e-01, PNorm = 97.5414, GNorm = 0.9484, lr_0 = 9.9577e-04
Loss = 4.8489e-01, PNorm = 97.5700, GNorm = 3.4437, lr_0 = 9.9575e-04
Validation prc-auc = 0.028546
Epoch 123
Validation prc-auc = 0.031682
Epoch 124
Validation prc-auc = 0.027611
Epoch 125
Validation prc-auc = 0.028639
Epoch 126
Validation prc-auc = 0.025663
Epoch 127
Loss = 3.8711e-01, PNorm = 97.9668, GNorm = 2.4203, lr_0 = 9.9552e-04
Validation prc-auc = 0.030207
Epoch 128
Validation prc-auc = 0.032704
Epoch 129
Validation prc-auc = 0.026097
Epoch 130
Validation prc-auc = 0.024930
Epoch 131
Validation prc-auc = 0.027637
Epoch 132
Loss = 2.8517e-01, PNorm = 98.4365, GNorm = 0.6644, lr_0 = 9.9526e-04
Validation prc-auc = 0.030476
Epoch 133
Validation prc-auc = 0.025230
Epoch 134
Validation prc-auc = 0.027993
Epoch 135
Validation prc-auc = 0.032729
Epoch 136
Loss = 2.8737e-01, PNorm = 98.7925, GNorm = 1.5430, lr_0 = 9.9503e-04
Loss = 4.9312e-01, PNorm = 98.8241, GNorm = 3.7794, lr_0 = 9.9501e-04
Validation prc-auc = 0.036087
Epoch 137
Validation prc-auc = 0.038429
Epoch 138
Validation prc-auc = 0.037680
Epoch 139
Validation prc-auc = 0.026323
Epoch 140
Validation prc-auc = 0.028940
Epoch 141
Loss = 3.3208e-01, PNorm = 99.2838, GNorm = 2.8697, lr_0 = 9.9477e-04
Validation prc-auc = 0.027302
Epoch 142
Validation prc-auc = 0.027437
Epoch 143
Validation prc-auc = 0.030293
Epoch 144
Validation prc-auc = 0.028514
Epoch 145
Validation prc-auc = 0.028398
Epoch 146
Loss = 2.8170e-01, PNorm = 99.6974, GNorm = 1.8702, lr_0 = 9.9452e-04
Validation prc-auc = 0.036514
Epoch 147
Validation prc-auc = 0.029772
Epoch 148
Validation prc-auc = 0.036770
Epoch 149
Validation prc-auc = 0.038777
Epoch 150
Loss = 2.3518e-01, PNorm = 100.0505, GNorm = 0.8198, lr_0 = 9.9429e-04
Loss = 2.0805e-01, PNorm = 100.0768, GNorm = 2.1922, lr_0 = 9.9427e-04
Validation prc-auc = 0.034227
Epoch 151
Validation prc-auc = 0.028028
Epoch 152
Validation prc-auc = 0.029832
Epoch 153
Validation prc-auc = 0.029862
Epoch 154
Validation prc-auc = 0.028410
Epoch 155
Loss = 2.1967e-01, PNorm = 100.4777, GNorm = 1.3520, lr_0 = 9.9403e-04
Loss = 6.3298e-02, PNorm = 100.5102, GNorm = 1.2990, lr_0 = 9.9401e-04
Validation prc-auc = 0.032956
Epoch 156
Validation prc-auc = 0.030466
Epoch 157
Validation prc-auc = 0.030419
Epoch 158
Validation prc-auc = 0.035158
Epoch 159
Validation prc-auc = 0.033545
Epoch 160
Loss = 2.2062e-01, PNorm = 100.8618, GNorm = 1.1172, lr_0 = 9.9378e-04
Validation prc-auc = 0.030190
Epoch 161
Validation prc-auc = 0.030120
Epoch 162
Validation prc-auc = 0.031881
Epoch 163
Validation prc-auc = 0.029953
Epoch 164
Validation prc-auc = 0.026305
Epoch 165
Loss = 4.5790e-01, PNorm = 101.2976, GNorm = 2.7798, lr_0 = 9.9351e-04
Validation prc-auc = 0.024081
Epoch 166
Validation prc-auc = 0.028965
Epoch 167
Validation prc-auc = 0.027765
Epoch 168
Validation prc-auc = 0.026230
Epoch 169
Loss = 3.0960e-01, PNorm = 101.8709, GNorm = 1.9588, lr_0 = 9.9329e-04
Loss = 3.0079e-01, PNorm = 101.9146, GNorm = 4.2964, lr_0 = 9.9327e-04
Validation prc-auc = 0.022273
Epoch 170
Validation prc-auc = 0.022067
Epoch 171
Validation prc-auc = 0.022673
Epoch 172
Validation prc-auc = 0.024270
Epoch 173
Validation prc-auc = 0.026059
Epoch 174
Loss = 2.3813e-01, PNorm = 102.4034, GNorm = 0.9592, lr_0 = 9.9302e-04
Validation prc-auc = 0.025672
Epoch 175
Validation prc-auc = 0.024549
Epoch 176
Validation prc-auc = 0.023058
Epoch 177
Validation prc-auc = 0.024304
Epoch 178
Validation prc-auc = 0.024142
Epoch 179
Loss = 2.5000e-01, PNorm = 102.7861, GNorm = 1.3899, lr_0 = 9.9277e-04
Validation prc-auc = 0.028359
Epoch 180
Validation prc-auc = 0.030457
Epoch 181
Validation prc-auc = 0.029823
Epoch 182
Validation prc-auc = 0.033658
Epoch 183
Loss = 1.2522e-01, PNorm = 103.1520, GNorm = 3.0327, lr_0 = 9.9253e-04
Validation prc-auc = 0.035572
Epoch 184
Validation prc-auc = 0.036012
Epoch 185
Validation prc-auc = 0.029320
Epoch 186
Validation prc-auc = 0.025027
Epoch 187
Validation prc-auc = 0.026996
Epoch 188
Loss = 2.9789e-01, PNorm = 103.5032, GNorm = 2.6170, lr_0 = 9.9228e-04
Loss = 3.4059e-01, PNorm = 103.5289, GNorm = 3.7837, lr_0 = 9.9226e-04
Validation prc-auc = 0.027163
Epoch 189
Validation prc-auc = 0.028585
Epoch 190
Validation prc-auc = 0.028525
Epoch 191
Validation prc-auc = 0.027651
Epoch 192
Validation prc-auc = 0.027363
Epoch 193
Loss = 1.4848e-01, PNorm = 103.8328, GNorm = 1.0750, lr_0 = 9.9204e-04
Validation prc-auc = 0.029396
Epoch 194
Validation prc-auc = 0.025720
Epoch 195
Validation prc-auc = 0.022777
Epoch 196
Validation prc-auc = 0.023974
Epoch 197
Validation prc-auc = 0.024764
Epoch 198
Loss = 1.6773e-01, PNorm = 104.1729, GNorm = 1.1489, lr_0 = 9.9177e-04
Validation prc-auc = 0.024647
Epoch 199
Validation prc-auc = 0.025344
Epoch 200
Validation prc-auc = 0.026308
Epoch 201
Validation prc-auc = 0.026935
Epoch 202
Loss = 2.2937e-01, PNorm = 104.4976, GNorm = 2.3764, lr_0 = 9.9154e-04
Loss = 7.6336e-02, PNorm = 104.5169, GNorm = 0.7463, lr_0 = 9.9153e-04
Validation prc-auc = 0.024809
Epoch 203
Validation prc-auc = 0.023558
Epoch 204
Validation prc-auc = 0.022983
Epoch 205
Validation prc-auc = 0.022735
Epoch 206
Validation prc-auc = 0.023981
Epoch 207
Loss = 1.9343e-01, PNorm = 104.7640, GNorm = 0.8228, lr_0 = 9.9128e-04
Loss = 4.2666e-03, PNorm = 104.7797, GNorm = 0.1176, lr_0 = 9.9126e-04
Validation prc-auc = 0.024669
Epoch 208
Validation prc-auc = 0.024674
Epoch 209
Validation prc-auc = 0.023568
Epoch 210
Validation prc-auc = 0.022638
Epoch 211
Validation prc-auc = 0.023247
Epoch 212
Loss = 1.2426e-01, PNorm = 104.9551, GNorm = 1.4398, lr_0 = 9.9103e-04
Validation prc-auc = 0.023670
Epoch 213
Validation prc-auc = 0.023480
Epoch 214
Validation prc-auc = 0.025281
Epoch 215
Validation prc-auc = 0.026472
Epoch 216
Loss = 1.6439e-01, PNorm = 105.1515, GNorm = 3.9345, lr_0 = 9.9079e-04
Validation prc-auc = 0.026671
Epoch 217
Validation prc-auc = 0.028769
Epoch 218
Validation prc-auc = 0.030010
Epoch 219
Validation prc-auc = 0.030806
Epoch 220
Validation prc-auc = 0.033502
Epoch 221
Loss = 2.2278e-01, PNorm = 105.3688, GNorm = 3.4637, lr_0 = 9.9054e-04
Loss = 1.0010e-01, PNorm = 105.3838, GNorm = 2.4971, lr_0 = 9.9052e-04
Validation prc-auc = 0.030041
Epoch 222
Validation prc-auc = 0.029412
Epoch 223
Validation prc-auc = 0.028656
Epoch 224
Validation prc-auc = 0.029661
Epoch 225
Validation prc-auc = 0.026892
Epoch 226
Loss = 3.5434e-01, PNorm = 105.5809, GNorm = 2.6353, lr_0 = 9.9030e-04
Validation prc-auc = 0.025320
Epoch 227
Validation prc-auc = 0.026120
Epoch 228
Validation prc-auc = 0.025616
Epoch 229
Validation prc-auc = 0.026438
Epoch 230
Validation prc-auc = 0.028164
Epoch 231
Loss = 1.4658e-01, PNorm = 105.8709, GNorm = 1.2235, lr_0 = 9.9003e-04
Validation prc-auc = 0.028312
Epoch 232
Validation prc-auc = 0.026254
Epoch 233
Validation prc-auc = 0.024680
Epoch 234
Validation prc-auc = 0.025011
Epoch 235
Loss = 2.4640e-01, PNorm = 106.1054, GNorm = 3.9230, lr_0 = 9.8980e-04
Loss = 1.2241e-01, PNorm = 106.1234, GNorm = 8.3890, lr_0 = 9.8979e-04
Validation prc-auc = 0.024408
Epoch 236
Validation prc-auc = 0.023869
Epoch 237
Validation prc-auc = 0.024046
Epoch 238
Validation prc-auc = 0.024375
Epoch 239
Validation prc-auc = 0.022087
Epoch 240
Loss = 2.7773e-01, PNorm = 106.4719, GNorm = 1.4468, lr_0 = 9.8954e-04
Loss = 7.8766e-01, PNorm = 106.4976, GNorm = 6.3946, lr_0 = 9.8952e-04
Validation prc-auc = 0.022408
Epoch 241
Validation prc-auc = 0.023917
Epoch 242
Validation prc-auc = 0.021686
Epoch 243
Validation prc-auc = 0.018904
Epoch 244
Validation prc-auc = 0.018337
Epoch 245
Loss = 2.7179e-01, PNorm = 106.8383, GNorm = 1.8295, lr_0 = 9.8930e-04
Validation prc-auc = 0.018697
Epoch 246
Validation prc-auc = 0.020946
Epoch 247
Validation prc-auc = 0.021222
Epoch 248
Validation prc-auc = 0.021365
Epoch 249
Loss = 1.0587e-01, PNorm = 107.1153, GNorm = 0.4769, lr_0 = 9.8905e-04
Validation prc-auc = 0.022526
Epoch 250
Validation prc-auc = 0.023613
Epoch 251
Validation prc-auc = 0.022048
Epoch 252
Validation prc-auc = 0.019859
Epoch 253
Validation prc-auc = 0.019306
Epoch 254
Loss = 5.7829e-02, PNorm = 107.3411, GNorm = 0.1892, lr_0 = 9.8880e-04
Loss = 4.1152e-01, PNorm = 107.3549, GNorm = 4.0263, lr_0 = 9.8879e-04
Validation prc-auc = 0.019521
Epoch 255
Validation prc-auc = 0.019789
Epoch 256
Validation prc-auc = 0.018307
Epoch 257
Validation prc-auc = 0.018020
Epoch 258
Validation prc-auc = 0.018323
Epoch 259
Loss = 2.2581e-01, PNorm = 107.6308, GNorm = 1.2148, lr_0 = 9.8856e-04
Validation prc-auc = 0.019182
Epoch 260
Validation prc-auc = 0.020333
Epoch 261
Validation prc-auc = 0.021695
Epoch 262
Validation prc-auc = 0.023620
Epoch 263
Validation prc-auc = 0.025988
Epoch 264
Loss = 4.7087e-02, PNorm = 107.9386, GNorm = 0.7180, lr_0 = 9.8830e-04
Validation prc-auc = 0.025554
Epoch 265
Validation prc-auc = 0.025452
Epoch 266
Validation prc-auc = 0.024951
Epoch 267
Validation prc-auc = 0.024453
Epoch 268
Loss = 7.0856e-02, PNorm = 108.1265, GNorm = 1.6573, lr_0 = 9.8807e-04
Loss = 2.5565e-02, PNorm = 108.1395, GNorm = 0.6324, lr_0 = 9.8805e-04
Validation prc-auc = 0.024231
Epoch 269
Validation prc-auc = 0.024833
Epoch 270
Validation prc-auc = 0.026426
Epoch 271
Validation prc-auc = 0.026842
Epoch 272
Validation prc-auc = 0.025535
Epoch 273
Loss = 6.3655e-02, PNorm = 108.3297, GNorm = 0.2370, lr_0 = 9.8781e-04
Loss = 2.9888e-02, PNorm = 108.3447, GNorm = 1.0560, lr_0 = 9.8779e-04
Validation prc-auc = 0.024329
Epoch 274
Validation prc-auc = 0.024125
Epoch 275
Validation prc-auc = 0.024289
Epoch 276
Validation prc-auc = 0.024914
Epoch 277
Validation prc-auc = 0.024924
Epoch 278
Loss = 1.5874e-01, PNorm = 108.5237, GNorm = 1.3080, lr_0 = 9.8756e-04
Validation prc-auc = 0.025807
Epoch 279
Validation prc-auc = 0.024644
Epoch 280
Validation prc-auc = 0.023779
Epoch 281
Validation prc-auc = 0.024880
Epoch 282
Validation prc-auc = 0.025831
Epoch 283
Loss = 2.1367e-01, PNorm = 108.7687, GNorm = 1.2877, lr_0 = 9.8730e-04
Validation prc-auc = 0.024284
Epoch 284
Validation prc-auc = 0.023200
Epoch 285
Validation prc-auc = 0.023939
Epoch 286
Validation prc-auc = 0.023214
Epoch 287
Loss = 3.8078e-02, PNorm = 108.9182, GNorm = 0.6985, lr_0 = 9.8707e-04
Loss = 3.0174e-03, PNorm = 108.9319, GNorm = 0.1181, lr_0 = 9.8705e-04
Validation prc-auc = 0.022095
Epoch 288
Validation prc-auc = 0.022580
Epoch 289
Validation prc-auc = 0.023925
Epoch 290
Validation prc-auc = 0.025400
Epoch 291
Validation prc-auc = 0.025552
Epoch 292
Loss = 1.0137e-01, PNorm = 109.0999, GNorm = 1.2628, lr_0 = 9.8683e-04
Validation prc-auc = 0.025460
Epoch 293
Validation prc-auc = 0.025229
Epoch 294
Validation prc-auc = 0.025221
Epoch 295
Validation prc-auc = 0.026966
Epoch 296
Validation prc-auc = 0.030081
Epoch 297
Loss = 2.5532e-02, PNorm = 109.2721, GNorm = 0.9121, lr_0 = 9.8656e-04
Validation prc-auc = 0.028716
Epoch 298
Validation prc-auc = 0.026210
Epoch 299
Validation prc-auc = 0.027698
Epoch 300
Validation prc-auc = 0.027293
Epoch 301
Loss = 1.6930e-01, PNorm = 109.4046, GNorm = 0.7784, lr_0 = 9.8634e-04
Loss = 2.6075e-02, PNorm = 109.4187, GNorm = 0.5075, lr_0 = 9.8632e-04
Validation prc-auc = 0.030002
Epoch 302
Validation prc-auc = 0.030994
Epoch 303
Validation prc-auc = 0.031869
Epoch 304
Validation prc-auc = 0.033274
Epoch 305
Validation prc-auc = 0.031681
Epoch 306
Loss = 2.5804e-02, PNorm = 109.5839, GNorm = 0.2354, lr_0 = 9.8607e-04
Loss = 1.6539e-03, PNorm = 109.5939, GNorm = 0.0436, lr_0 = 9.8606e-04
Validation prc-auc = 0.027961
Epoch 307
Validation prc-auc = 0.028158
Epoch 308
Validation prc-auc = 0.026488
Epoch 309
Validation prc-auc = 0.023199
Epoch 310
Validation prc-auc = 0.018496
Epoch 311
Loss = 2.7719e-01, PNorm = 109.8357, GNorm = 2.0589, lr_0 = 9.8583e-04
Validation prc-auc = 0.018182
Epoch 312
Validation prc-auc = 0.020887
Epoch 313
Validation prc-auc = 0.021290
Epoch 314
Validation prc-auc = 0.021728
Epoch 315
Validation prc-auc = 0.021896
Epoch 316
Loss = 1.5508e-01, PNorm = 110.3330, GNorm = 1.4277, lr_0 = 9.8557e-04
Validation prc-auc = 0.022374
Epoch 317
Validation prc-auc = 0.022421
Epoch 318
Validation prc-auc = 0.022522
Epoch 319
Validation prc-auc = 0.022697
Epoch 320
Loss = 1.4680e-01, PNorm = 110.6036, GNorm = 2.0888, lr_0 = 9.8534e-04
Loss = 1.9738e-01, PNorm = 110.6192, GNorm = 9.1638, lr_0 = 9.8532e-04
Validation prc-auc = 0.024255
Epoch 321
Validation prc-auc = 0.025129
Epoch 322
Validation prc-auc = 0.022573
Epoch 323
Validation prc-auc = 0.021378
Epoch 324
Validation prc-auc = 0.022634
Epoch 325
Loss = 1.6184e-02, PNorm = 110.8180, GNorm = 0.3162, lr_0 = 9.8509e-04
Validation prc-auc = 0.022985
Epoch 326
Validation prc-auc = 0.023473
Epoch 327
Validation prc-auc = 0.024287
Epoch 328
Validation prc-auc = 0.024854
Epoch 329
Validation prc-auc = 0.025436
Epoch 330
Loss = 7.4120e-02, PNorm = 110.9864, GNorm = 1.0378, lr_0 = 9.8483e-04
Validation prc-auc = 0.025578
Epoch 331
Validation prc-auc = 0.024603
Epoch 332
Validation prc-auc = 0.021417
Epoch 333
Validation prc-auc = 0.020215
Epoch 334
Loss = 3.2499e-01, PNorm = 111.2144, GNorm = 2.1569, lr_0 = 9.8461e-04
Loss = 4.5137e-01, PNorm = 111.2412, GNorm = 5.1366, lr_0 = 9.8459e-04
Validation prc-auc = 0.021331
Epoch 335
Validation prc-auc = 0.021728
Epoch 336
Validation prc-auc = 0.022153
Epoch 337
Validation prc-auc = 0.022446
Epoch 338
Validation prc-auc = 0.022520
Epoch 339
Loss = 1.0341e-01, PNorm = 111.5908, GNorm = 0.3895, lr_0 = 9.8434e-04
Loss = 9.6541e-02, PNorm = 111.6124, GNorm = 2.6783, lr_0 = 9.8433e-04
Validation prc-auc = 0.023291
Epoch 340
Validation prc-auc = 0.024782
Epoch 341
Validation prc-auc = 0.025222
Epoch 342
Validation prc-auc = 0.025153
Epoch 343
Validation prc-auc = 0.025371
Epoch 344
Loss = 2.2276e-01, PNorm = 111.8444, GNorm = 3.2214, lr_0 = 9.8410e-04
Validation prc-auc = 0.025371
Epoch 345
Validation prc-auc = 0.025101
Epoch 346
Validation prc-auc = 0.024932
Epoch 347
Validation prc-auc = 0.025117
Epoch 348
Validation prc-auc = 0.024352
Epoch 349
Loss = 1.2598e-01, PNorm = 112.0630, GNorm = 0.9179, lr_0 = 9.8384e-04
Validation prc-auc = 0.023721
Epoch 350
Validation prc-auc = 0.024064
Epoch 351
Validation prc-auc = 0.025491
Epoch 352
Validation prc-auc = 0.026938
Epoch 353
Loss = 6.2048e-02, PNorm = 112.1914, GNorm = 0.3351, lr_0 = 9.8361e-04
Loss = 5.8606e-03, PNorm = 112.2003, GNorm = 0.1546, lr_0 = 9.8359e-04
Validation prc-auc = 0.028100
Epoch 354
Validation prc-auc = 0.028540
Epoch 355
Validation prc-auc = 0.030258
Epoch 356
Validation prc-auc = 0.031306
Epoch 357
Validation prc-auc = 0.030426
Epoch 358
Loss = 2.1832e-02, PNorm = 112.2865, GNorm = 0.9308, lr_0 = 9.8335e-04
Validation prc-auc = 0.029796
Epoch 359
Validation prc-auc = 0.029840
Epoch 360
Validation prc-auc = 0.027811
Epoch 361
Validation prc-auc = 0.025996
Epoch 362
Validation prc-auc = 0.026532
Epoch 363
Loss = 4.4784e-02, PNorm = 112.4123, GNorm = 1.6757, lr_0 = 9.8311e-04
Validation prc-auc = 0.027221
Epoch 364
Validation prc-auc = 0.025724
Epoch 365
Validation prc-auc = 0.024175
Epoch 366
Validation prc-auc = 0.024057
Epoch 367
Loss = 2.1830e-02, PNorm = 112.5758, GNorm = 1.0621, lr_0 = 9.8288e-04
Loss = 6.0092e-03, PNorm = 112.5899, GNorm = 0.1233, lr_0 = 9.8286e-04
Validation prc-auc = 0.023786
Epoch 368
Validation prc-auc = 0.025079
Epoch 369
Validation prc-auc = 0.027052
Epoch 370
Validation prc-auc = 0.027732
Epoch 371
Validation prc-auc = 0.028337
Epoch 372
Loss = 7.3941e-02, PNorm = 112.7268, GNorm = 0.6566, lr_0 = 9.8262e-04
Loss = 1.7058e-02, PNorm = 112.7362, GNorm = 0.3664, lr_0 = 9.8260e-04
Validation prc-auc = 0.027299
Epoch 373
Validation prc-auc = 0.026833
Epoch 374
Validation prc-auc = 0.026395
Epoch 375
Validation prc-auc = 0.026689
Epoch 376
Validation prc-auc = 0.026347
Epoch 377
Loss = 1.0990e-02, PNorm = 112.8327, GNorm = 0.5493, lr_0 = 9.8237e-04
Validation prc-auc = 0.026806
Epoch 378
Validation prc-auc = 0.028748
Epoch 379
Validation prc-auc = 0.028431
Epoch 380
Validation prc-auc = 0.028174
Epoch 381
Validation prc-auc = 0.027856
Epoch 382
Loss = 3.1986e-03, PNorm = 112.9650, GNorm = 0.0738, lr_0 = 9.8211e-04
Validation prc-auc = 0.027575
Epoch 383
Validation prc-auc = 0.027961
Epoch 384
Validation prc-auc = 0.028320
Epoch 385
Validation prc-auc = 0.029610
Epoch 386
Loss = 5.2164e-02, PNorm = 113.0247, GNorm = 0.2641, lr_0 = 9.8189e-04
Loss = 3.8183e-03, PNorm = 113.0302, GNorm = 0.0869, lr_0 = 9.8187e-04
Validation prc-auc = 0.028109
Epoch 387
Validation prc-auc = 0.029645
Epoch 388
Validation prc-auc = 0.029980
Epoch 389
Validation prc-auc = 0.028253
Epoch 390
Validation prc-auc = 0.025088
Epoch 391
Loss = 6.0112e-02, PNorm = 113.1493, GNorm = 0.8026, lr_0 = 9.8163e-04
Validation prc-auc = 0.022453
Epoch 392
Validation prc-auc = 0.020592
Epoch 393
Validation prc-auc = 0.020384
Epoch 394
Validation prc-auc = 0.021305
Epoch 395
Validation prc-auc = 0.022930
Epoch 396
Loss = 1.5619e-01, PNorm = 113.4568, GNorm = 1.0209, lr_0 = 9.8138e-04
Validation prc-auc = 0.025854
Epoch 397
Validation prc-auc = 0.026675
Epoch 398
Validation prc-auc = 0.026445
Epoch 399
Validation prc-auc = 0.026384
Epoch 400
Loss = 1.9141e-01, PNorm = 113.7036, GNorm = 2.3693, lr_0 = 9.8116e-04
Loss = 6.8689e-01, PNorm = 113.7177, GNorm = 4.6652, lr_0 = 9.8114e-04
Validation prc-auc = 0.027237
Epoch 401
Validation prc-auc = 0.027945
Epoch 402
Validation prc-auc = 0.027681
Epoch 403
Validation prc-auc = 0.028782
Epoch 404
Validation prc-auc = 0.029492
Epoch 405
Loss = 4.7988e-02, PNorm = 113.9878, GNorm = 0.5497, lr_0 = 9.8089e-04
Loss = 3.1385e-02, PNorm = 114.0092, GNorm = 2.2035, lr_0 = 9.8088e-04
Validation prc-auc = 0.030164
Epoch 406
Validation prc-auc = 0.029742
Epoch 407
Validation prc-auc = 0.029095
Epoch 408
Validation prc-auc = 0.028276
Epoch 409
Validation prc-auc = 0.027694
Epoch 410
Loss = 9.3264e-02, PNorm = 114.2443, GNorm = 1.8440, lr_0 = 9.8065e-04
Validation prc-auc = 0.026914
Epoch 411
Validation prc-auc = 0.026953
Epoch 412
Validation prc-auc = 0.027818
Epoch 413
Validation prc-auc = 0.028446
Epoch 414
Validation prc-auc = 0.028748
Epoch 415
Loss = 2.1286e-02, PNorm = 114.4539, GNorm = 1.1839, lr_0 = 9.8039e-04
Validation prc-auc = 0.029084
Epoch 416
Validation prc-auc = 0.029485
Epoch 417
Validation prc-auc = 0.029686
Epoch 418
Validation prc-auc = 0.030307
Epoch 419
Loss = 2.0169e-01, PNorm = 114.5884, GNorm = 3.7939, lr_0 = 9.8016e-04
Loss = 4.1899e-03, PNorm = 114.6021, GNorm = 0.1381, lr_0 = 9.8015e-04
Validation prc-auc = 0.027894
Epoch 420
Validation prc-auc = 0.027244
Epoch 421
Validation prc-auc = 0.027489
Epoch 422
Validation prc-auc = 0.028222
Epoch 423
Validation prc-auc = 0.026620
Epoch 424
Loss = 1.8183e-02, PNorm = 114.7957, GNorm = 0.2942, lr_0 = 9.7990e-04
Validation prc-auc = 0.024094
Epoch 425
Validation prc-auc = 0.022915
Epoch 426
Validation prc-auc = 0.023143
Epoch 427
Validation prc-auc = 0.024271
Epoch 428
Validation prc-auc = 0.023883
Epoch 429
Loss = 1.1738e-01, PNorm = 115.1195, GNorm = 1.5767, lr_0 = 9.7966e-04
Validation prc-auc = 0.025184
Epoch 430
Validation prc-auc = 0.027264
Epoch 431
Validation prc-auc = 0.029109
Epoch 432
Validation prc-auc = 0.027180
Epoch 433
Loss = 3.1300e-02, PNorm = 115.4303, GNorm = 0.1857, lr_0 = 9.7942e-04
Validation prc-auc = 0.027221
Epoch 434
Validation prc-auc = 0.026878
Epoch 435
Validation prc-auc = 0.026892
Epoch 436
Validation prc-auc = 0.027172
Epoch 437
Validation prc-auc = 0.028845
Epoch 438
Loss = 1.0552e-01, PNorm = 115.6700, GNorm = 0.4475, lr_0 = 9.7917e-04
Loss = 6.1459e-03, PNorm = 115.6853, GNorm = 0.1715, lr_0 = 9.7916e-04
Validation prc-auc = 0.029271
Epoch 439
Validation prc-auc = 0.030861
Epoch 440
Validation prc-auc = 0.030233
Epoch 441
Validation prc-auc = 0.030270
Epoch 442
Validation prc-auc = 0.030981
Epoch 443
Loss = 1.6714e-02, PNorm = 115.8520, GNorm = 0.6064, lr_0 = 9.7893e-04
Validation prc-auc = 0.031066
Epoch 444
Validation prc-auc = 0.030627
Epoch 445
Validation prc-auc = 0.030273
Epoch 446
Validation prc-auc = 0.030186
Epoch 447
Validation prc-auc = 0.029167
Epoch 448
Loss = 2.4206e-02, PNorm = 115.9761, GNorm = 1.8806, lr_0 = 9.7867e-04
Validation prc-auc = 0.028289
Epoch 449
Validation prc-auc = 0.027218
Epoch 450
Validation prc-auc = 0.027104
Epoch 451
Validation prc-auc = 0.029016
Epoch 452
Loss = 2.1972e-03, PNorm = 116.0611, GNorm = 0.0309, lr_0 = 9.7845e-04
Loss = 1.7767e-04, PNorm = 116.0684, GNorm = 0.0065, lr_0 = 9.7843e-04
Validation prc-auc = 0.031381
Epoch 453
Validation prc-auc = 0.033192
Epoch 454
Validation prc-auc = 0.032146
Epoch 455
Validation prc-auc = 0.030214
Epoch 456
Validation prc-auc = 0.029413
Epoch 457
Loss = 5.1401e-02, PNorm = 116.1901, GNorm = 1.4850, lr_0 = 9.7819e-04
Loss = 7.6644e-04, PNorm = 116.2060, GNorm = 0.0283, lr_0 = 9.7817e-04
Validation prc-auc = 0.029115
Epoch 458
Validation prc-auc = 0.029635
Epoch 459
Validation prc-auc = 0.030202
Epoch 460
Validation prc-auc = 0.027682
Epoch 461
Validation prc-auc = 0.024994
Epoch 462
Loss = 1.1971e-01, PNorm = 116.3984, GNorm = 0.9883, lr_0 = 9.7794e-04
Validation prc-auc = 0.024649
Epoch 463
Validation prc-auc = 0.025025
Epoch 464
Validation prc-auc = 0.025571
Epoch 465
Validation prc-auc = 0.026464
Epoch 466
Loss = 1.2616e-01, PNorm = 116.6647, GNorm = 0.1051, lr_0 = 9.7770e-04
Validation prc-auc = 0.026861
Epoch 467
Validation prc-auc = 0.027280
Epoch 468
Validation prc-auc = 0.027215
Epoch 469
Validation prc-auc = 0.027718
Epoch 470
Validation prc-auc = 0.028660
Epoch 471
Loss = 4.1807e-02, PNorm = 116.8551, GNorm = 0.5147, lr_0 = 9.7746e-04
Loss = 2.3965e-04, PNorm = 116.8654, GNorm = 0.0095, lr_0 = 9.7744e-04
Validation prc-auc = 0.028724
Epoch 472
Validation prc-auc = 0.029133
Epoch 473
Validation prc-auc = 0.029945
Epoch 474
Validation prc-auc = 0.030498
Epoch 475
Validation prc-auc = 0.038781
Epoch 476
Loss = 1.7407e-01, PNorm = 117.0511, GNorm = 3.0311, lr_0 = 9.7721e-04
Validation prc-auc = 0.040261
Epoch 477
Validation prc-auc = 0.036774
Epoch 478
Validation prc-auc = 0.032536
Epoch 479
Validation prc-auc = 0.029437
Epoch 480
Validation prc-auc = 0.027615
Epoch 481
Loss = 2.4471e-02, PNorm = 117.3823, GNorm = 0.2680, lr_0 = 9.7695e-04
Validation prc-auc = 0.026176
Epoch 482
Validation prc-auc = 0.024809
Epoch 483
Validation prc-auc = 0.024992
Epoch 484
Validation prc-auc = 0.025768
Epoch 485
Loss = 5.1516e-02, PNorm = 117.5726, GNorm = 0.3778, lr_0 = 9.7673e-04
Loss = 3.3692e-02, PNorm = 117.5862, GNorm = 1.4517, lr_0 = 9.7671e-04
Validation prc-auc = 0.026511
Epoch 486
Validation prc-auc = 0.028074
Epoch 487
Validation prc-auc = 0.029755
Epoch 488
Validation prc-auc = 0.028587
Epoch 489
Validation prc-auc = 0.026765
Epoch 490
Loss = 1.5462e-02, PNorm = 117.7366, GNorm = 0.2322, lr_0 = 9.7647e-04
Loss = 1.0170e-02, PNorm = 117.7466, GNorm = 0.2973, lr_0 = 9.7645e-04
Validation prc-auc = 0.025218
Epoch 491
Validation prc-auc = 0.024456
Epoch 492
Validation prc-auc = 0.024308
Epoch 493
Validation prc-auc = 0.024406
Epoch 494
Validation prc-auc = 0.025489
Epoch 495
Loss = 1.2508e-02, PNorm = 117.8567, GNorm = 0.3686, lr_0 = 9.7623e-04
Validation prc-auc = 0.026987
Epoch 496
Validation prc-auc = 0.025638
Epoch 497
Validation prc-auc = 0.024432
Epoch 498
Validation prc-auc = 0.024192
Epoch 499
Loss = 5.4985e-02, PNorm = 118.0703, GNorm = 0.0433, lr_0 = 9.7599e-04
Validation prc-auc = 0.025542
Epoch 500
Validation prc-auc = 0.027531
Epoch 501
Validation prc-auc = 0.029174
Epoch 502
Validation prc-auc = 0.030159
Epoch 503
Validation prc-auc = 0.029732
Epoch 504
Loss = 3.2391e-02, PNorm = 118.2240, GNorm = 1.0413, lr_0 = 9.7574e-04
Loss = 1.7534e-02, PNorm = 118.2334, GNorm = 0.3831, lr_0 = 9.7573e-04
Validation prc-auc = 0.029379
Epoch 505
Validation prc-auc = 0.029025
Epoch 506
Validation prc-auc = 0.029215
Epoch 507
Validation prc-auc = 0.028757
Epoch 508
Validation prc-auc = 0.028263
Epoch 509
Loss = 8.5718e-03, PNorm = 118.3505, GNorm = 0.1656, lr_0 = 9.7550e-04
Validation prc-auc = 0.028019
Epoch 510
Validation prc-auc = 0.027191
Epoch 511
Validation prc-auc = 0.026679
Epoch 512
Validation prc-auc = 0.026607
Epoch 513
Validation prc-auc = 0.026214
Epoch 514
Loss = 8.4615e-02, PNorm = 118.4381, GNorm = 0.9563, lr_0 = 9.7524e-04
Validation prc-auc = 0.025964
Epoch 515
Validation prc-auc = 0.026078
Epoch 516
Validation prc-auc = 0.026554
Epoch 517
Validation prc-auc = 0.027293
Epoch 518
Loss = 1.5570e-02, PNorm = 118.5390, GNorm = 0.5897, lr_0 = 9.7502e-04
Loss = 2.2557e-01, PNorm = 118.5501, GNorm = 8.1902, lr_0 = 9.7500e-04
Validation prc-auc = 0.027139
Epoch 519
Validation prc-auc = 0.026543
Epoch 520
Validation prc-auc = 0.025637
Epoch 521
Validation prc-auc = 0.025382
Epoch 522
Validation prc-auc = 0.025618
Epoch 523
Loss = 1.3632e-01, PNorm = 118.7780, GNorm = 2.4303, lr_0 = 9.7476e-04
Loss = 4.5420e-04, PNorm = 118.7935, GNorm = 0.0140, lr_0 = 9.7474e-04
Validation prc-auc = 0.026698
Epoch 524
Validation prc-auc = 0.027487
Epoch 525
Validation prc-auc = 0.028027
Epoch 526
Validation prc-auc = 0.026913
Epoch 527
Validation prc-auc = 0.025910
Epoch 528
Loss = 1.5446e-02, PNorm = 118.9722, GNorm = 0.6022, lr_0 = 9.7452e-04
Validation prc-auc = 0.025428
Epoch 529
Validation prc-auc = 0.025064
Epoch 530
Validation prc-auc = 0.024747
Epoch 531
Validation prc-auc = 0.025347
Epoch 532
Validation prc-auc = 0.026570
Epoch 533
Loss = 7.3812e-02, PNorm = 119.1236, GNorm = 1.1072, lr_0 = 9.7426e-04
Validation prc-auc = 0.027798
Epoch 534
Validation prc-auc = 0.028403
Epoch 535
Validation prc-auc = 0.028715
Epoch 536
Validation prc-auc = 0.029415
Epoch 537
Loss = 1.1516e-01, PNorm = 119.3218, GNorm = 0.6942, lr_0 = 9.7403e-04
Loss = 1.2097e-01, PNorm = 119.3471, GNorm = 4.3644, lr_0 = 9.7401e-04
Validation prc-auc = 0.026814
Epoch 538
Validation prc-auc = 0.028658
Epoch 539
Validation prc-auc = 0.029628
Epoch 540
Validation prc-auc = 0.030542
Epoch 541
Validation prc-auc = 0.030196
Epoch 542
Loss = 3.3341e-02, PNorm = 119.7054, GNorm = 0.8532, lr_0 = 9.7379e-04
Validation prc-auc = 0.029548
Epoch 543
Validation prc-auc = 0.030021
Epoch 544
Validation prc-auc = 0.031988
Epoch 545
Validation prc-auc = 0.031947
Epoch 546
Validation prc-auc = 0.031898
Epoch 547
Loss = 1.0087e-02, PNorm = 119.9259, GNorm = 0.2518, lr_0 = 9.7353e-04
Validation prc-auc = 0.031515
Epoch 548
Validation prc-auc = 0.030887
Epoch 549
Validation prc-auc = 0.031078
Epoch 550
Validation prc-auc = 0.031474
Epoch 551
Loss = 1.0652e-02, PNorm = 120.0105, GNorm = 0.5689, lr_0 = 9.7331e-04
Loss = 2.1095e-03, PNorm = 120.0146, GNorm = 0.0517, lr_0 = 9.7329e-04
Validation prc-auc = 0.031492
Epoch 552
Validation prc-auc = 0.031678
Epoch 553
Validation prc-auc = 0.032980
Epoch 554
Validation prc-auc = 0.033780
Epoch 555
Validation prc-auc = 0.034147
Epoch 556
Loss = 1.0299e-02, PNorm = 120.0776, GNorm = 0.3419, lr_0 = 9.7305e-04
Loss = 9.7141e-03, PNorm = 120.0833, GNorm = 0.3579, lr_0 = 9.7303e-04
Validation prc-auc = 0.033600
Epoch 557
Validation prc-auc = 0.033048
Epoch 558
Validation prc-auc = 0.032540
Epoch 559
Validation prc-auc = 0.032232
Epoch 560
Validation prc-auc = 0.031663
Epoch 561
Loss = 3.2051e-02, PNorm = 120.1390, GNorm = 1.4759, lr_0 = 9.7281e-04
Validation prc-auc = 0.031476
Epoch 562
Validation prc-auc = 0.031300
Epoch 563
Validation prc-auc = 0.031418
Epoch 564
Validation prc-auc = 0.031683
Epoch 565
Validation prc-auc = 0.027288
Epoch 566
Loss = 9.9823e-02, PNorm = 120.2287, GNorm = 1.2919, lr_0 = 9.7255e-04
Validation prc-auc = 0.022944
Epoch 567
Validation prc-auc = 0.025847
Epoch 568
Validation prc-auc = 0.029872
Epoch 569
Validation prc-auc = 0.027238
Epoch 570
Loss = 4.6080e-02, PNorm = 120.6336, GNorm = 0.4736, lr_0 = 9.7232e-04
Loss = 2.8688e-02, PNorm = 120.6759, GNorm = 0.4887, lr_0 = 9.7231e-04
Validation prc-auc = 0.024835
Epoch 571
Validation prc-auc = 0.024506
Epoch 572
Validation prc-auc = 0.026132
Epoch 573
Validation prc-auc = 0.028859
Epoch 574
Validation prc-auc = 0.029407
Epoch 575
Loss = 6.2268e-02, PNorm = 121.1384, GNorm = 0.6210, lr_0 = 9.7208e-04
Validation prc-auc = 0.028370
Epoch 576
Validation prc-auc = 0.028551
Epoch 577
Validation prc-auc = 0.028510
Epoch 578
Validation prc-auc = 0.028413
Epoch 579
Validation prc-auc = 0.028809
Epoch 580
Loss = 2.4364e-02, PNorm = 121.4338, GNorm = 1.5988, lr_0 = 9.7182e-04
Validation prc-auc = 0.028703
Epoch 581
Validation prc-auc = 0.028886
Epoch 582
Validation prc-auc = 0.028675
Epoch 583
Validation prc-auc = 0.029833
Epoch 584
Loss = 4.3488e-02, PNorm = 121.5540, GNorm = 1.0558, lr_0 = 9.7160e-04
Loss = 6.0977e-03, PNorm = 121.5619, GNorm = 0.2999, lr_0 = 9.7158e-04
Validation prc-auc = 0.031385
Epoch 585
Validation prc-auc = 0.032248
Epoch 586
Validation prc-auc = 0.032694
Epoch 587
Validation prc-auc = 0.033156
Epoch 588
Validation prc-auc = 0.032917
Epoch 589
Loss = 1.1296e-01, PNorm = 121.6803, GNorm = 0.9082, lr_0 = 9.7134e-04
Loss = 7.2829e-05, PNorm = 121.6876, GNorm = 0.0036, lr_0 = 9.7132e-04
Validation prc-auc = 0.032687
Epoch 590
Validation prc-auc = 0.033235
Epoch 591
Validation prc-auc = 0.032667
Epoch 592
Validation prc-auc = 0.031063
Epoch 593
Validation prc-auc = 0.030331
Epoch 594
Loss = 5.8584e-03, PNorm = 121.7739, GNorm = 0.0991, lr_0 = 9.7110e-04
Validation prc-auc = 0.030477
Epoch 595
Validation prc-auc = 0.029383
Epoch 596
Validation prc-auc = 0.028267
Epoch 597
Validation prc-auc = 0.026777
Epoch 598
Validation prc-auc = 0.026751
Epoch 599
Loss = 4.1675e-02, PNorm = 121.8866, GNorm = 0.3780, lr_0 = 9.7084e-04
Validation prc-auc = 0.026483
Epoch 600
Validation prc-auc = 0.025841
Epoch 601
Validation prc-auc = 0.024923
Epoch 602
Validation prc-auc = 0.024719
Epoch 603
Loss = 3.8287e-02, PNorm = 122.0013, GNorm = 0.6302, lr_0 = 9.7062e-04
Loss = 9.7611e-02, PNorm = 122.0105, GNorm = 2.1837, lr_0 = 9.7060e-04
Validation prc-auc = 0.025281
Epoch 604
Validation prc-auc = 0.028912
Epoch 605
Validation prc-auc = 0.030933
Epoch 606
Validation prc-auc = 0.031389
Epoch 607
Validation prc-auc = 0.030564
Epoch 608
Loss = 6.7153e-02, PNorm = 122.1468, GNorm = 0.6804, lr_0 = 9.7036e-04
Validation prc-auc = 0.031075
Epoch 609
Validation prc-auc = 0.031145
Epoch 610
Validation prc-auc = 0.030986
Epoch 611
Validation prc-auc = 0.033248
Epoch 612
Validation prc-auc = 0.037186
Epoch 613
Loss = 7.7918e-03, PNorm = 122.2561, GNorm = 0.2578, lr_0 = 9.7012e-04
Validation prc-auc = 0.038021
Epoch 614
Validation prc-auc = 0.038359
Epoch 615
Validation prc-auc = 0.034497
Epoch 616
Validation prc-auc = 0.032091
Epoch 617
Loss = 3.2545e-02, PNorm = 122.4256, GNorm = 0.7507, lr_0 = 9.6990e-04
Loss = 1.4178e-02, PNorm = 122.4391, GNorm = 0.6067, lr_0 = 9.6988e-04
Validation prc-auc = 0.029578
Epoch 618
Validation prc-auc = 0.027627
Epoch 619
Validation prc-auc = 0.025646
Epoch 620
Validation prc-auc = 0.024266
Epoch 621
Validation prc-auc = 0.024039
Epoch 622
Loss = 1.2023e-02, PNorm = 122.5843, GNorm = 0.4846, lr_0 = 9.6964e-04
Loss = 1.8271e-03, PNorm = 122.5920, GNorm = 0.0752, lr_0 = 9.6962e-04
Validation prc-auc = 0.023592
Epoch 623
Validation prc-auc = 0.023445
Epoch 624
Validation prc-auc = 0.023641
Epoch 625
Validation prc-auc = 0.024068
Epoch 626
Validation prc-auc = 0.024790
Epoch 627
Loss = 3.4988e-03, PNorm = 122.6686, GNorm = 0.1320, lr_0 = 9.6940e-04
Validation prc-auc = 0.024977
Epoch 628
Validation prc-auc = 0.024741
Epoch 629
Validation prc-auc = 0.024636
Epoch 630
Validation prc-auc = 0.024858
Epoch 631
Validation prc-auc = 0.025398
Epoch 632
Loss = 2.4137e-03, PNorm = 122.7493, GNorm = 0.0973, lr_0 = 9.6914e-04
Validation prc-auc = 0.026022
Epoch 633
Validation prc-auc = 0.028950
Epoch 634
Validation prc-auc = 0.031831
Epoch 635
Validation prc-auc = 0.032814
Epoch 636
Loss = 1.5042e-02, PNorm = 122.8503, GNorm = 0.2037, lr_0 = 9.6892e-04
Loss = 3.5470e-03, PNorm = 122.8583, GNorm = 0.1785, lr_0 = 9.6890e-04
Validation prc-auc = 0.032558
Epoch 637
Validation prc-auc = 0.031947
Epoch 638
Validation prc-auc = 0.030198
Epoch 639
Validation prc-auc = 0.028662
Epoch 640
Validation prc-auc = 0.029626
Epoch 641
Loss = 5.1489e-02, PNorm = 122.9609, GNorm = 0.4899, lr_0 = 9.6866e-04
Validation prc-auc = 0.029655
Epoch 642
Validation prc-auc = 0.030994
Epoch 643
Validation prc-auc = 0.030228
Epoch 644
Validation prc-auc = 0.030341
Epoch 645
Validation prc-auc = 0.031773
Epoch 646
Loss = 6.4220e-02, PNorm = 123.1279, GNorm = 0.6642, lr_0 = 9.6842e-04
Validation prc-auc = 0.032650
Epoch 647
Validation prc-auc = 0.033852
Epoch 648
Validation prc-auc = 0.034467
Epoch 649
Validation prc-auc = 0.034193
Epoch 650
Loss = 1.1279e-01, PNorm = 123.2505, GNorm = 1.7279, lr_0 = 9.6820e-04
Loss = 3.1059e-03, PNorm = 123.2579, GNorm = 0.0939, lr_0 = 9.6818e-04
Validation prc-auc = 0.035277
Epoch 651
Validation prc-auc = 0.036954
Epoch 652
Validation prc-auc = 0.038097
Epoch 653
Validation prc-auc = 0.038631
Epoch 654
Validation prc-auc = 0.038552
Epoch 655
Loss = 1.2354e-02, PNorm = 123.3551, GNorm = 0.4532, lr_0 = 9.6794e-04
Loss = 1.8058e-03, PNorm = 123.3616, GNorm = 0.0797, lr_0 = 9.6792e-04
Validation prc-auc = 0.038096
Epoch 656
Validation prc-auc = 0.037288
Epoch 657
Validation prc-auc = 0.036612
Epoch 658
Validation prc-auc = 0.033946
Epoch 659
Validation prc-auc = 0.034651
Epoch 660
Loss = 4.1911e-03, PNorm = 123.4275, GNorm = 0.0659, lr_0 = 9.6770e-04
Validation prc-auc = 0.034557
Epoch 661
Validation prc-auc = 0.034669
Epoch 662
Validation prc-auc = 0.033128
Epoch 663
Validation prc-auc = 0.030777
Epoch 664
Validation prc-auc = 0.027380
Epoch 665
Loss = 4.6529e-02, PNorm = 123.5818, GNorm = 1.6952, lr_0 = 9.6744e-04
Validation prc-auc = 0.027477
Epoch 666
Validation prc-auc = 0.032304
Epoch 667
Validation prc-auc = 0.037881
Epoch 668
Validation prc-auc = 0.027301
Epoch 669
Loss = 8.6100e-02, PNorm = 123.8949, GNorm = 1.0803, lr_0 = 9.6722e-04
Loss = 8.0729e-04, PNorm = 123.9371, GNorm = 0.0235, lr_0 = 9.6720e-04
Validation prc-auc = 0.021726
Epoch 670
Validation prc-auc = 0.020496
Epoch 671
Validation prc-auc = 0.020742
Epoch 672
Validation prc-auc = 0.020659
Epoch 673
Validation prc-auc = 0.020775
Epoch 674
Loss = 1.2622e-01, PNorm = 124.4663, GNorm = 0.9575, lr_0 = 9.6696e-04
Validation prc-auc = 0.021471
Epoch 675
Validation prc-auc = 0.021917
Epoch 676
Validation prc-auc = 0.023723
Epoch 677
Validation prc-auc = 0.024579
Epoch 678
Validation prc-auc = 0.025166
Epoch 679
Loss = 1.3108e-01, PNorm = 124.8673, GNorm = 0.9947, lr_0 = 9.6672e-04
Validation prc-auc = 0.025473
Epoch 680
Validation prc-auc = 0.026145
Epoch 681
Validation prc-auc = 0.026685
Epoch 682
Validation prc-auc = 0.026721
Epoch 683
Loss = 1.6122e-02, PNorm = 125.1785, GNorm = 0.1631, lr_0 = 9.6648e-04
Validation prc-auc = 0.024344
Epoch 684
Validation prc-auc = 0.022941
Epoch 685
Validation prc-auc = 0.022761
Epoch 686
Validation prc-auc = 0.023209
Epoch 687
Validation prc-auc = 0.024168
Epoch 688
Loss = 8.8779e-02, PNorm = 125.4186, GNorm = 3.6653, lr_0 = 9.6624e-04
Loss = 5.8283e-03, PNorm = 125.4314, GNorm = 0.1421, lr_0 = 9.6622e-04
Validation prc-auc = 0.024901
Epoch 689
Validation prc-auc = 0.025331
Epoch 690
Validation prc-auc = 0.024873
Epoch 691
Validation prc-auc = 0.025183
Epoch 692
Validation prc-auc = 0.026085
Epoch 693
Loss = 2.9401e-02, PNorm = 125.6350, GNorm = 0.6929, lr_0 = 9.6600e-04
Validation prc-auc = 0.027199
Epoch 694
Validation prc-auc = 0.026264
Epoch 695
Validation prc-auc = 0.024166
Epoch 696
Validation prc-auc = 0.022769
Epoch 697
Validation prc-auc = 0.024129
Epoch 698
Loss = 8.8923e-03, PNorm = 125.9068, GNorm = 0.2695, lr_0 = 9.6574e-04
Validation prc-auc = 0.025550
Epoch 699
Validation prc-auc = 0.026707
Epoch 700
Validation prc-auc = 0.026923
Epoch 701
Validation prc-auc = 0.025156
Epoch 702
Loss = 4.8139e-02, PNorm = 126.1051, GNorm = 0.7033, lr_0 = 9.6552e-04
Loss = 2.2011e-02, PNorm = 126.1209, GNorm = 0.6406, lr_0 = 9.6550e-04
Validation prc-auc = 0.024718
Epoch 703
Validation prc-auc = 0.025462
Epoch 704
Validation prc-auc = 0.025916
Epoch 705
Validation prc-auc = 0.027880
Epoch 706
Validation prc-auc = 0.030684
Epoch 707
Loss = 2.2929e-02, PNorm = 126.3085, GNorm = 0.5090, lr_0 = 9.6526e-04
Loss = 7.9873e-02, PNorm = 126.3207, GNorm = 2.7712, lr_0 = 9.6525e-04
Validation prc-auc = 0.032283
Epoch 708
Validation prc-auc = 0.032440
Epoch 709
Validation prc-auc = 0.033928
Epoch 710
Validation prc-auc = 0.033957
Epoch 711
Validation prc-auc = 0.033997
Epoch 712
Loss = 3.5554e-02, PNorm = 126.4786, GNorm = 0.5863, lr_0 = 9.6502e-04
Validation prc-auc = 0.035296
Epoch 713
Validation prc-auc = 0.035467
Epoch 714
Validation prc-auc = 0.035351
Epoch 715
Validation prc-auc = 0.035828
Epoch 716
Loss = 5.0062e-03, PNorm = 126.5666, GNorm = 0.0461, lr_0 = 9.6479e-04
Validation prc-auc = 0.035631
Epoch 717
Validation prc-auc = 0.035331
Epoch 718
Validation prc-auc = 0.034334
Epoch 719
Validation prc-auc = 0.034612
Epoch 720
Validation prc-auc = 0.034607
Epoch 721
Loss = 1.2916e-02, PNorm = 126.6393, GNorm = 0.2294, lr_0 = 9.6455e-04
Loss = 3.4880e-04, PNorm = 126.6449, GNorm = 0.0158, lr_0 = 9.6453e-04
Validation prc-auc = 0.035334
Epoch 722
Validation prc-auc = 0.035258
Epoch 723
Validation prc-auc = 0.034749
Epoch 724
Validation prc-auc = 0.034212
Epoch 725
Validation prc-auc = 0.034222
Epoch 726
Loss = 3.7539e-03, PNorm = 126.7199, GNorm = 0.0670, lr_0 = 9.6431e-04
Validation prc-auc = 0.035062
Epoch 727
Validation prc-auc = 0.034236
Epoch 728
Validation prc-auc = 0.035462
Epoch 729
Validation prc-auc = 0.035740
Epoch 730
Validation prc-auc = 0.035483
Epoch 731
Loss = 2.1760e-03, PNorm = 126.8751, GNorm = 0.0499, lr_0 = 9.6405e-04
Validation prc-auc = 0.035663
Epoch 732
Validation prc-auc = 0.035465
Epoch 733
Validation prc-auc = 0.035507
Epoch 734
Validation prc-auc = 0.036171
Epoch 735
Loss = 1.8519e-02, PNorm = 126.9667, GNorm = 0.8077, lr_0 = 9.6383e-04
Loss = 2.8303e-04, PNorm = 126.9718, GNorm = 0.0116, lr_0 = 9.6381e-04
Validation prc-auc = 0.035782
Epoch 736
Validation prc-auc = 0.035265
Epoch 737
Validation prc-auc = 0.034733
Epoch 738
Validation prc-auc = 0.034011
Epoch 739
Validation prc-auc = 0.033081
Epoch 740
Loss = 8.3413e-02, PNorm = 127.0403, GNorm = 0.1691, lr_0 = 9.6357e-04
Loss = 1.6557e-03, PNorm = 127.0455, GNorm = 0.0740, lr_0 = 9.6355e-04
Validation prc-auc = 0.033119
Epoch 741
Validation prc-auc = 0.033241
Epoch 742
Validation prc-auc = 0.033092
Epoch 743
Validation prc-auc = 0.033301
Epoch 744
Validation prc-auc = 0.032663
Epoch 745
Loss = 3.5697e-03, PNorm = 127.1119, GNorm = 0.1196, lr_0 = 9.6333e-04
Validation prc-auc = 0.031981
Epoch 746
Validation prc-auc = 0.031603
Epoch 747
Validation prc-auc = 0.031972
Epoch 748
Validation prc-auc = 0.031964
Epoch 749
Loss = 1.0082e-02, PNorm = 127.1790, GNorm = 0.0373, lr_0 = 9.6309e-04
Validation prc-auc = 0.031425
Epoch 750
Validation prc-auc = 0.030430
Epoch 751
Validation prc-auc = 0.028324
Epoch 752
Validation prc-auc = 0.027918
Epoch 753
Validation prc-auc = 0.028413
Epoch 754
Loss = 2.5409e-02, PNorm = 127.2241, GNorm = 0.1389, lr_0 = 9.6285e-04
Loss = 2.4229e-03, PNorm = 127.2282, GNorm = 0.0864, lr_0 = 9.6284e-04
Validation prc-auc = 0.028363
Epoch 755
Validation prc-auc = 0.028306
Epoch 756
Validation prc-auc = 0.028460
Epoch 757
Validation prc-auc = 0.028555
Epoch 758
Validation prc-auc = 0.028749
Epoch 759
Loss = 1.9196e-02, PNorm = 127.2764, GNorm = 0.7981, lr_0 = 9.6262e-04
Validation prc-auc = 0.028057
Epoch 760
Validation prc-auc = 0.027635
Epoch 761
Validation prc-auc = 0.026533
Epoch 762
Validation prc-auc = 0.025983
Epoch 763
Validation prc-auc = 0.025950
Epoch 764
Loss = 3.7808e-03, PNorm = 127.3670, GNorm = 0.1188, lr_0 = 9.6236e-04
Validation prc-auc = 0.026306
Epoch 765
Validation prc-auc = 0.026994
Epoch 766
Validation prc-auc = 0.028145
Epoch 767
Validation prc-auc = 0.028553
Epoch 768
Loss = 2.9448e-02, PNorm = 127.4562, GNorm = 1.3304, lr_0 = 9.6214e-04
Loss = 1.2762e+00, PNorm = 127.4632, GNorm = 20.1772, lr_0 = 9.6212e-04
Validation prc-auc = 0.029371
Epoch 769
Validation prc-auc = 0.030008
Epoch 770
Validation prc-auc = 0.029186
Epoch 771
Validation prc-auc = 0.028110
Epoch 772
Validation prc-auc = 0.027026
Epoch 773
Loss = 9.7473e-02, PNorm = 127.7758, GNorm = 1.4090, lr_0 = 9.6188e-04
Loss = 1.4001e-01, PNorm = 127.8009, GNorm = 3.3988, lr_0 = 9.6186e-04
Validation prc-auc = 0.024903
Epoch 774
Validation prc-auc = 0.023593
Epoch 775
Validation prc-auc = 0.022772
Epoch 776
Validation prc-auc = 0.021382
Epoch 777
Validation prc-auc = 0.021542
Epoch 778
Loss = 1.9645e-01, PNorm = 128.1131, GNorm = 4.6936, lr_0 = 9.6164e-04
Validation prc-auc = 0.024361
Epoch 779
Validation prc-auc = 0.025023
Epoch 780
Validation prc-auc = 0.025441
Epoch 781
Validation prc-auc = 0.025957
Epoch 782
Validation prc-auc = 0.028260
Epoch 783
Loss = 4.1811e-03, PNorm = 128.3345, GNorm = 0.1897, lr_0 = 9.6139e-04
Validation prc-auc = 0.030325
Epoch 784
Validation prc-auc = 0.031400
Epoch 785
Validation prc-auc = 0.030773
Epoch 786
Validation prc-auc = 0.029571
Epoch 787
Loss = 1.3824e-02, PNorm = 128.4729, GNorm = 0.4002, lr_0 = 9.6117e-04
Loss = 2.7100e-03, PNorm = 128.4838, GNorm = 0.1262, lr_0 = 9.6115e-04
Validation prc-auc = 0.028825
Epoch 788
Validation prc-auc = 0.030021
Epoch 789
Validation prc-auc = 0.032021
Epoch 790
Validation prc-auc = 0.029361
Epoch 791
Validation prc-auc = 0.022663
Epoch 792
Loss = 1.0220e-01, PNorm = 128.7150, GNorm = 3.8716, lr_0 = 9.6093e-04
Validation prc-auc = 0.020348
Epoch 793
Validation prc-auc = 0.018724
Epoch 794
Validation prc-auc = 0.018449
Epoch 795
Validation prc-auc = 0.020753
Epoch 796
Validation prc-auc = 0.021362
Epoch 797
Loss = 9.0321e-02, PNorm = 129.0991, GNorm = 0.9680, lr_0 = 9.6067e-04
Validation prc-auc = 0.021308
Epoch 798
Validation prc-auc = 0.022123
Epoch 799
Validation prc-auc = 0.023274
Epoch 800
Validation prc-auc = 0.024514
Epoch 801
Loss = 8.0654e-02, PNorm = 129.5468, GNorm = 0.5975, lr_0 = 9.6045e-04
Loss = 1.0633e-01, PNorm = 129.5754, GNorm = 2.3746, lr_0 = 9.6043e-04
Validation prc-auc = 0.025981
Epoch 802
Validation prc-auc = 0.026593
Epoch 803
Validation prc-auc = 0.025324
Epoch 804
Validation prc-auc = 0.025726
Epoch 805
Validation prc-auc = 0.025050
Epoch 806
Loss = 5.3804e-02, PNorm = 129.9368, GNorm = 0.6318, lr_0 = 9.6019e-04
Loss = 1.2065e-01, PNorm = 129.9595, GNorm = 5.0540, lr_0 = 9.6018e-04
Validation prc-auc = 0.023785
Epoch 807
Validation prc-auc = 0.024015
Epoch 808
Validation prc-auc = 0.024045
Epoch 809
Validation prc-auc = 0.025422
Epoch 810
Validation prc-auc = 0.025883
Epoch 811
Loss = 5.2239e-02, PNorm = 130.2353, GNorm = 0.6488, lr_0 = 9.5996e-04
Validation prc-auc = 0.024258
Epoch 812
Validation prc-auc = 0.023845
Epoch 813
Validation prc-auc = 0.022408
Epoch 814
Validation prc-auc = 0.020062
Epoch 815
Validation prc-auc = 0.019172
Epoch 816
Loss = 9.2485e-02, PNorm = 130.5924, GNorm = 0.7584, lr_0 = 9.5970e-04
Validation prc-auc = 0.018849
Epoch 817
Validation prc-auc = 0.018734
Epoch 818
Validation prc-auc = 0.018642
Epoch 819
Validation prc-auc = 0.018690
Epoch 820
Loss = 9.6224e-02, PNorm = 130.8558, GNorm = 1.0841, lr_0 = 9.5948e-04
Loss = 9.1879e-03, PNorm = 130.8730, GNorm = 0.5135, lr_0 = 9.5946e-04
Validation prc-auc = 0.019005
Epoch 821
Validation prc-auc = 0.019313
Epoch 822
Validation prc-auc = 0.019443
Epoch 823
Validation prc-auc = 0.019603
Epoch 824
Validation prc-auc = 0.019945
Epoch 825
Loss = 1.5319e-01, PNorm = 131.0712, GNorm = 1.8005, lr_0 = 9.5924e-04
Validation prc-auc = 0.020102
Epoch 826
Validation prc-auc = 0.020148
Epoch 827
Validation prc-auc = 0.021038
Epoch 828
Validation prc-auc = 0.022089
Epoch 829
Validation prc-auc = 0.022062
Epoch 830
Loss = 3.3170e-03, PNorm = 131.2857, GNorm = 0.0694, lr_0 = 9.5899e-04
Validation prc-auc = 0.021993
Epoch 831
Validation prc-auc = 0.021907
Epoch 832
Validation prc-auc = 0.021953
Epoch 833
Validation prc-auc = 0.021937
Epoch 834
Loss = 7.0129e-02, PNorm = 131.4045, GNorm = 0.3910, lr_0 = 9.5877e-04
Loss = 5.0733e-04, PNorm = 131.4115, GNorm = 0.0207, lr_0 = 9.5875e-04
Validation prc-auc = 0.022496
Epoch 835
Validation prc-auc = 0.022800
Epoch 836
Validation prc-auc = 0.022123
Epoch 837
Validation prc-auc = 0.021736
Epoch 838
Validation prc-auc = 0.021387
Epoch 839
Loss = 9.5651e-02, PNorm = 131.5130, GNorm = 1.8849, lr_0 = 9.5851e-04
Loss = 3.5787e-02, PNorm = 131.5205, GNorm = 2.3335, lr_0 = 9.5849e-04
Validation prc-auc = 0.021925
Epoch 840
Validation prc-auc = 0.022527
Epoch 841
Validation prc-auc = 0.022991
Epoch 842
Validation prc-auc = 0.023078
Epoch 843
Validation prc-auc = 0.023291
Epoch 844
Loss = 3.1096e-03, PNorm = 131.6294, GNorm = 0.0793, lr_0 = 9.5827e-04
Validation prc-auc = 0.023294
Epoch 845
Validation prc-auc = 0.023338
Epoch 846
Validation prc-auc = 0.023637
Epoch 847
Validation prc-auc = 0.024264
Epoch 848
Validation prc-auc = 0.024901
Epoch 849
Loss = 3.4544e-03, PNorm = 131.7247, GNorm = 0.1329, lr_0 = 9.5802e-04
Validation prc-auc = 0.025839
Epoch 850
Validation prc-auc = 0.026868
Epoch 851
Validation prc-auc = 0.024848
Epoch 852
Validation prc-auc = 0.024330
Epoch 853
Loss = 1.3651e-02, PNorm = 131.9048, GNorm = 0.9861, lr_0 = 9.5780e-04
Loss = 7.6057e-04, PNorm = 131.9209, GNorm = 0.0279, lr_0 = 9.5778e-04
Validation prc-auc = 0.024158
Epoch 854
Validation prc-auc = 0.023875
Epoch 855
Validation prc-auc = 0.023854
Epoch 856
Validation prc-auc = 0.024235
Epoch 857
Validation prc-auc = 0.025717
Epoch 858
Loss = 2.1095e-02, PNorm = 132.1037, GNorm = 0.8237, lr_0 = 9.5754e-04
Validation prc-auc = 0.027131
Epoch 859
Validation prc-auc = 0.026337
Epoch 860
Validation prc-auc = 0.026131
Epoch 861
Validation prc-auc = 0.026354
Epoch 862
Validation prc-auc = 0.026630
Epoch 863
Loss = 4.9400e-03, PNorm = 132.2033, GNorm = 0.1053, lr_0 = 9.5730e-04
Validation prc-auc = 0.027179
Epoch 864
Validation prc-auc = 0.027643
Epoch 865
Validation prc-auc = 0.026464
Epoch 866
Validation prc-auc = 0.025759
Epoch 867
Loss = 5.7396e-03, PNorm = 132.2889, GNorm = 0.0278, lr_0 = 9.5708e-04
Loss = 1.2790e-02, PNorm = 132.2968, GNorm = 0.8835, lr_0 = 9.5707e-04
Validation prc-auc = 0.025500
Epoch 868
Validation prc-auc = 0.025579
Epoch 869
Validation prc-auc = 0.025782
Epoch 870
Validation prc-auc = 0.025886
Epoch 871
Validation prc-auc = 0.025988
Epoch 872
Loss = 9.9284e-04, PNorm = 132.3909, GNorm = 0.0456, lr_0 = 9.5683e-04
Loss = 3.5726e-03, PNorm = 132.3962, GNorm = 0.2708, lr_0 = 9.5681e-04
Validation prc-auc = 0.026112
Epoch 873
Validation prc-auc = 0.026269
Epoch 874
Validation prc-auc = 0.026963
Epoch 875
Validation prc-auc = 0.028903
Epoch 876
Validation prc-auc = 0.027763
Epoch 877
Loss = 8.2799e-04, PNorm = 132.5060, GNorm = 0.0373, lr_0 = 9.5659e-04
Validation prc-auc = 0.026965
Epoch 878
Validation prc-auc = 0.027051
Epoch 879
Validation prc-auc = 0.025926
Epoch 880
Validation prc-auc = 0.025453
Epoch 881
Validation prc-auc = 0.022244
Epoch 882
Loss = 6.7743e-02, PNorm = 132.6958, GNorm = 0.9310, lr_0 = 9.5634e-04
Validation prc-auc = 0.021511
Epoch 883
Validation prc-auc = 0.021137
Epoch 884
Validation prc-auc = 0.020840
Epoch 885
Validation prc-auc = 0.020750
Epoch 886
Loss = 7.4880e-02, PNorm = 132.9162, GNorm = 0.2586, lr_0 = 9.5612e-04
Loss = 1.6388e-02, PNorm = 132.9291, GNorm = 0.4502, lr_0 = 9.5610e-04
Validation prc-auc = 0.020822
Epoch 887
Validation prc-auc = 0.021195
Epoch 888
Validation prc-auc = 0.022102
Epoch 889
Validation prc-auc = 0.022425
Epoch 890
Validation prc-auc = 0.022472
Epoch 891
Loss = 6.7472e-02, PNorm = 133.1052, GNorm = 0.3047, lr_0 = 9.5586e-04
Validation prc-auc = 0.022466
Epoch 892
Validation prc-auc = 0.022479
Epoch 893
Validation prc-auc = 0.022445
Epoch 894
Validation prc-auc = 0.022474
Epoch 895
Validation prc-auc = 0.022562
Epoch 896
Loss = 1.7448e-03, PNorm = 133.2170, GNorm = 0.0440, lr_0 = 9.5563e-04
Validation prc-auc = 0.022753
Epoch 897
Validation prc-auc = 0.023019
Epoch 898
Validation prc-auc = 0.023614
Epoch 899
Validation prc-auc = 0.024987
Epoch 900
Loss = 4.0664e-02, PNorm = 133.2829, GNorm = 0.3836, lr_0 = 9.5541e-04
Loss = 1.7937e-03, PNorm = 133.2905, GNorm = 0.0811, lr_0 = 9.5539e-04
Validation prc-auc = 0.026093
Epoch 901
Validation prc-auc = 0.026544
Epoch 902
Validation prc-auc = 0.026974
Epoch 903
Validation prc-auc = 0.027395
Epoch 904
Validation prc-auc = 0.028719
Epoch 905
Loss = 6.6956e-03, PNorm = 133.3922, GNorm = 0.6343, lr_0 = 9.5515e-04
Loss = 8.3445e-02, PNorm = 133.4035, GNorm = 5.9804, lr_0 = 9.5513e-04
Validation prc-auc = 0.029278
Epoch 906
Validation prc-auc = 0.026358
Epoch 907
Validation prc-auc = 0.024569
Epoch 908
Validation prc-auc = 0.023222
Epoch 909
Validation prc-auc = 0.022270
Epoch 910
Loss = 6.3728e-03, PNorm = 133.5788, GNorm = 0.2350, lr_0 = 9.5491e-04
Validation prc-auc = 0.022105
Epoch 911
Validation prc-auc = 0.021189
Epoch 912
Validation prc-auc = 0.020884
Epoch 913
Validation prc-auc = 0.021014
Epoch 914
Validation prc-auc = 0.021273
Epoch 915
Loss = 6.1975e-02, PNorm = 133.7326, GNorm = 0.8707, lr_0 = 9.5466e-04
Validation prc-auc = 0.022600
Epoch 916
Validation prc-auc = 0.024191
Epoch 917
Validation prc-auc = 0.024726
Epoch 918
Validation prc-auc = 0.025458
Epoch 919
Loss = 1.8979e-02, PNorm = 133.9205, GNorm = 0.3499, lr_0 = 9.5444e-04
Loss = 1.0058e-03, PNorm = 133.9351, GNorm = 0.0438, lr_0 = 9.5442e-04
Validation prc-auc = 0.026101
Epoch 920
Validation prc-auc = 0.026919
Epoch 921
Validation prc-auc = 0.027450
Epoch 922
Validation prc-auc = 0.027510
Epoch 923
Validation prc-auc = 0.027733
Epoch 924
Loss = 5.2708e-03, PNorm = 134.1060, GNorm = 0.0826, lr_0 = 9.5419e-04
Validation prc-auc = 0.028299
Epoch 925
Validation prc-auc = 0.028881
Epoch 926
Validation prc-auc = 0.029006
Epoch 927
Validation prc-auc = 0.028946
Epoch 928
Validation prc-auc = 0.028745
Epoch 929
Loss = 2.2698e-03, PNorm = 134.1979, GNorm = 0.0513, lr_0 = 9.5395e-04
Validation prc-auc = 0.028755
Epoch 930
Validation prc-auc = 0.028610
Epoch 931
Validation prc-auc = 0.028356
Epoch 932
Validation prc-auc = 0.028355
Epoch 933
Loss = 5.1112e-04, PNorm = 134.2551, GNorm = 0.0006, lr_0 = 9.5371e-04
Validation prc-auc = 0.028267
Epoch 934
Validation prc-auc = 0.028835
Epoch 935
Validation prc-auc = 0.029114
Epoch 936
Validation prc-auc = 0.029196
Epoch 937
Validation prc-auc = 0.029113
Epoch 938
Loss = 5.5590e-02, PNorm = 134.2886, GNorm = 3.3263, lr_0 = 9.5348e-04
Loss = 2.2896e-04, PNorm = 134.2935, GNorm = 0.0123, lr_0 = 9.5346e-04
Validation prc-auc = 0.027824
Epoch 939
Validation prc-auc = 0.026443
Epoch 940
Validation prc-auc = 0.025557
Epoch 941
Validation prc-auc = 0.025192
Epoch 942
Validation prc-auc = 0.024778
Epoch 943
Loss = 2.9723e-01, PNorm = 134.3587, GNorm = 2.7782, lr_0 = 9.5324e-04
Validation prc-auc = 0.025092
Epoch 944
Validation prc-auc = 0.024971
Epoch 945
Validation prc-auc = 0.025054
Epoch 946
Validation prc-auc = 0.025267
Epoch 947
Validation prc-auc = 0.025248
Epoch 948
Loss = 3.5686e-03, PNorm = 134.4594, GNorm = 0.0744, lr_0 = 9.5299e-04
Validation prc-auc = 0.025320
Epoch 949
Validation prc-auc = 0.025024
Epoch 950
Validation prc-auc = 0.024840
Epoch 951
Validation prc-auc = 0.024834
Epoch 952
Loss = 2.1625e-03, PNorm = 134.5494, GNorm = 0.0820, lr_0 = 9.5277e-04
Loss = 1.4139e-03, PNorm = 134.5542, GNorm = 0.0643, lr_0 = 9.5275e-04
Validation prc-auc = 0.024873
Epoch 953
Validation prc-auc = 0.025125
Epoch 954
Validation prc-auc = 0.025493
Epoch 955
Validation prc-auc = 0.025807
Epoch 956
Validation prc-auc = 0.025893
Epoch 957
Loss = 3.6855e-02, PNorm = 134.6005, GNorm = 0.0503, lr_0 = 9.5251e-04
Loss = 2.1457e-02, PNorm = 134.6041, GNorm = 0.7104, lr_0 = 9.5250e-04
Validation prc-auc = 0.026011
Epoch 958
Validation prc-auc = 0.025820
Epoch 959
Validation prc-auc = 0.025822
Epoch 960
Validation prc-auc = 0.025832
Epoch 961
Validation prc-auc = 0.025858
Epoch 962
Loss = 4.3449e-03, PNorm = 134.6579, GNorm = 0.1562, lr_0 = 9.5228e-04
Validation prc-auc = 0.025682
Epoch 963
Validation prc-auc = 0.025582
Epoch 964
Validation prc-auc = 0.025723
Epoch 965
Validation prc-auc = 0.025738
Epoch 966
Loss = 9.8172e-04, PNorm = 134.7037, GNorm = 0.0158, lr_0 = 9.5204e-04
Validation prc-auc = 0.025561
Epoch 967
Validation prc-auc = 0.025470
Epoch 968
Validation prc-auc = 0.025469
Epoch 969
Validation prc-auc = 0.025423
Epoch 970
Validation prc-auc = 0.025318
Epoch 971
Loss = 2.6134e-03, PNorm = 134.7388, GNorm = 0.0478, lr_0 = 9.5180e-04
Loss = 4.7095e-04, PNorm = 134.7412, GNorm = 0.0345, lr_0 = 9.5179e-04
Validation prc-auc = 0.025097
Epoch 972
Validation prc-auc = 0.024901
Epoch 973
Validation prc-auc = 0.024606
Epoch 974
Validation prc-auc = 0.024282
Epoch 975
Validation prc-auc = 0.024727
Epoch 976
Loss = 3.0390e-05, PNorm = 134.7674, GNorm = 0.0016, lr_0 = 9.5157e-04
Validation prc-auc = 0.024876
Epoch 977
Validation prc-auc = 0.025630
Epoch 978
Validation prc-auc = 0.026354
Epoch 979
Validation prc-auc = 0.026524
Epoch 980
Validation prc-auc = 0.026343
Epoch 981
Loss = 1.3022e-03, PNorm = 134.7843, GNorm = 0.0354, lr_0 = 9.5132e-04
Validation prc-auc = 0.026247
Epoch 982
Validation prc-auc = 0.025828
Epoch 983
Validation prc-auc = 0.025351
Epoch 984
Validation prc-auc = 0.025046
Epoch 985
Loss = 5.6373e-02, PNorm = 134.8270, GNorm = 1.2194, lr_0 = 9.5110e-04
Loss = 7.0157e-04, PNorm = 134.8299, GNorm = 0.0334, lr_0 = 9.5108e-04
Validation prc-auc = 0.024706
Epoch 986
Validation prc-auc = 0.024327
Epoch 987
Validation prc-auc = 0.024094
Epoch 988
Validation prc-auc = 0.023964
Epoch 989
Validation prc-auc = 0.023850
Epoch 990
Loss = 5.2607e-02, PNorm = 134.8662, GNorm = 0.0322, lr_0 = 9.5084e-04
Loss = 1.6639e-03, PNorm = 134.8676, GNorm = 0.0621, lr_0 = 9.5083e-04
Validation prc-auc = 0.023928
Epoch 991
Validation prc-auc = 0.023812
Epoch 992
Validation prc-auc = 0.023935
Epoch 993
Validation prc-auc = 0.023921
Epoch 994
Validation prc-auc = 0.023906
Epoch 995
Loss = 6.6590e-03, PNorm = 134.8860, GNorm = 0.1364, lr_0 = 9.5061e-04
Validation prc-auc = 0.023969
Epoch 996
Validation prc-auc = 0.023882
Epoch 997
Validation prc-auc = 0.023755
Epoch 998
Validation prc-auc = 0.023724
Epoch 999
Loss = 3.6348e-03, PNorm = 134.9179, GNorm = 0.0139, lr_0 = 9.5037e-04
Validation prc-auc = 0.023735
Epoch 1000
Validation prc-auc = 0.023574
Epoch 1001
Validation prc-auc = 0.023249
Epoch 1002
Validation prc-auc = 0.023166
Epoch 1003
Validation prc-auc = 0.023195
Epoch 1004
Loss = 3.6580e-03, PNorm = 134.9575, GNorm = 0.0147, lr_0 = 9.5014e-04
Loss = 3.6568e-02, PNorm = 134.9619, GNorm = 2.2105, lr_0 = 9.5012e-04
Validation prc-auc = 0.023539
Epoch 1005
Validation prc-auc = 0.024197
Epoch 1006
Validation prc-auc = 0.025009
Epoch 1007
Validation prc-auc = 0.025573
Epoch 1008
Validation prc-auc = 0.025150
Epoch 1009
Loss = 3.6818e-03, PNorm = 135.0295, GNorm = 0.1244, lr_0 = 9.4990e-04
Validation prc-auc = 0.024875
Epoch 1010
Validation prc-auc = 0.024580
Epoch 1011
Validation prc-auc = 0.024465
Epoch 1012
Validation prc-auc = 0.024153
Epoch 1013
Validation prc-auc = 0.023723
Epoch 1014
Loss = 3.7618e-04, PNorm = 135.0883, GNorm = 0.0116, lr_0 = 9.4965e-04
Validation prc-auc = 0.023823
Epoch 1015
Validation prc-auc = 0.023608
Epoch 1016
Validation prc-auc = 0.023482
Epoch 1017
Validation prc-auc = 0.023544
Epoch 1018
Loss = 1.1859e-02, PNorm = 135.1202, GNorm = 0.0184, lr_0 = 9.4943e-04
Loss = 6.6171e-04, PNorm = 135.1229, GNorm = 0.0453, lr_0 = 9.4941e-04
Validation prc-auc = 0.023095
Epoch 1019
Validation prc-auc = 0.023100
Epoch 1020
Validation prc-auc = 0.023210
Epoch 1021
Validation prc-auc = 0.023542
Epoch 1022
Validation prc-auc = 0.023847
Epoch 1023
Loss = 5.0337e-02, PNorm = 135.1749, GNorm = 0.9681, lr_0 = 9.4918e-04
Loss = 7.5174e-05, PNorm = 135.1785, GNorm = 0.0038, lr_0 = 9.4916e-04
Validation prc-auc = 0.024048
Epoch 1024
Validation prc-auc = 0.024511
Epoch 1025
Validation prc-auc = 0.024732
Epoch 1026
Validation prc-auc = 0.025071
Epoch 1027
Validation prc-auc = 0.025143
Epoch 1028
Loss = 2.3848e-02, PNorm = 135.2286, GNorm = 0.7807, lr_0 = 9.4894e-04
Validation prc-auc = 0.025226
Epoch 1029
Validation prc-auc = 0.025874
Epoch 1030
Validation prc-auc = 0.026287
Epoch 1031
Validation prc-auc = 0.026727
Epoch 1032
Validation prc-auc = 0.026768
Epoch 1033
Loss = 1.3511e-02, PNorm = 135.2877, GNorm = 0.3118, lr_0 = 9.4869e-04
Validation prc-auc = 0.026974
Epoch 1034
Validation prc-auc = 0.027436
Epoch 1035
Validation prc-auc = 0.027598
Epoch 1036
Validation prc-auc = 0.027896
Epoch 1037
Loss = 2.0723e-03, PNorm = 135.3415, GNorm = 0.0226, lr_0 = 9.4847e-04
Loss = 6.7367e-04, PNorm = 135.3447, GNorm = 0.0240, lr_0 = 9.4845e-04
Validation prc-auc = 0.028007
Epoch 1038
Validation prc-auc = 0.027457
Epoch 1039
Validation prc-auc = 0.026877
Epoch 1040
Validation prc-auc = 0.026177
Epoch 1041
Validation prc-auc = 0.025846
Epoch 1042
Loss = 1.5500e-03, PNorm = 135.3751, GNorm = 0.0377, lr_0 = 9.4823e-04
Validation prc-auc = 0.025456
Epoch 1043
Validation prc-auc = 0.025016
Epoch 1044
Validation prc-auc = 0.024794
Epoch 1045
Validation prc-auc = 0.024248
Epoch 1046
Validation prc-auc = 0.023719
Epoch 1047
Loss = 1.0515e-03, PNorm = 135.4271, GNorm = 0.0265, lr_0 = 9.4798e-04
Validation prc-auc = 0.023273
Epoch 1048
Validation prc-auc = 0.022993
Epoch 1049
Validation prc-auc = 0.022871
Epoch 1050
Validation prc-auc = 0.022998
Epoch 1051
Loss = 2.0007e-02, PNorm = 135.4645, GNorm = 1.9701, lr_0 = 9.4776e-04
Loss = 4.5909e-05, PNorm = 135.4668, GNorm = 0.0025, lr_0 = 9.4775e-04
Validation prc-auc = 0.023513
Epoch 1052
Validation prc-auc = 0.024390
Epoch 1053
Validation prc-auc = 0.025140
Epoch 1054
Validation prc-auc = 0.024637
Epoch 1055
Validation prc-auc = 0.023118
Epoch 1056
Loss = 2.1130e-02, PNorm = 135.5773, GNorm = 0.3030, lr_0 = 9.4751e-04
Loss = 5.6951e-04, PNorm = 135.5935, GNorm = 0.0196, lr_0 = 9.4749e-04
Validation prc-auc = 0.022194
Epoch 1057
Validation prc-auc = 0.021002
Epoch 1058
Validation prc-auc = 0.020025
Epoch 1059
Validation prc-auc = 0.019744
Epoch 1060
Validation prc-auc = 0.020031
Epoch 1061
Loss = 8.9451e-03, PNorm = 135.7649, GNorm = 0.2290, lr_0 = 9.4728e-04
Validation prc-auc = 0.020217
Epoch 1062
Validation prc-auc = 0.020265
Epoch 1063
Validation prc-auc = 0.020641
Epoch 1064
Validation prc-auc = 0.021273
Epoch 1065
Validation prc-auc = 0.021828
Epoch 1066
Loss = 1.1445e-02, PNorm = 135.9344, GNorm = 0.3622, lr_0 = 9.4702e-04
Validation prc-auc = 0.022011
Epoch 1067
Validation prc-auc = 0.021832
Epoch 1068
Validation prc-auc = 0.021352
Epoch 1069
Validation prc-auc = 0.021111
Epoch 1070
Loss = 1.4660e-03, PNorm = 136.0275, GNorm = 0.0670, lr_0 = 9.4681e-04
Loss = 4.0926e-02, PNorm = 136.0332, GNorm = 4.6047, lr_0 = 9.4679e-04
Validation prc-auc = 0.020824
Epoch 1071
Validation prc-auc = 0.020758
Epoch 1072
Validation prc-auc = 0.021218
Epoch 1073
Validation prc-auc = 0.022684
Epoch 1074
Validation prc-auc = 0.024260
Epoch 1075
Loss = 1.9376e-03, PNorm = 136.1503, GNorm = 0.0773, lr_0 = 9.4657e-04
Validation prc-auc = 0.024843
Epoch 1076
Validation prc-auc = 0.024998
Epoch 1077
Validation prc-auc = 0.025191
Epoch 1078
Validation prc-auc = 0.025999
Epoch 1079
Validation prc-auc = 0.027562
Epoch 1080
Loss = 7.0930e-03, PNorm = 136.2893, GNorm = 0.2881, lr_0 = 9.4632e-04
Validation prc-auc = 0.027824
Epoch 1081
Validation prc-auc = 0.027456
Epoch 1082
Validation prc-auc = 0.026689
Epoch 1083
Validation prc-auc = 0.025936
Epoch 1084
Loss = 5.3593e-02, PNorm = 136.4233, GNorm = 1.2492, lr_0 = 9.4610e-04
Loss = 1.0786e-04, PNorm = 136.4336, GNorm = 0.0067, lr_0 = 9.4608e-04
Validation prc-auc = 0.024961
Epoch 1085
Validation prc-auc = 0.024481
Epoch 1086
Validation prc-auc = 0.024949
Epoch 1087
Validation prc-auc = 0.024962
Epoch 1088
Validation prc-auc = 0.027692
Epoch 1089
Loss = 2.1073e-01, PNorm = 136.7309, GNorm = 3.1330, lr_0 = 9.4585e-04
Loss = 1.2059e-02, PNorm = 136.7630, GNorm = 0.4719, lr_0 = 9.4583e-04
Validation prc-auc = 0.028431
Epoch 1090
Validation prc-auc = 0.028012
Epoch 1091
Validation prc-auc = 0.027940
Epoch 1092
Validation prc-auc = 0.027260
Epoch 1093
Validation prc-auc = 0.026985
Epoch 1094
Loss = 1.0781e-02, PNorm = 137.1469, GNorm = 0.3612, lr_0 = 9.4561e-04
Validation prc-auc = 0.026878
Epoch 1095
Validation prc-auc = 0.026579
Epoch 1096
Validation prc-auc = 0.026367
Epoch 1097
Validation prc-auc = 0.026330
Epoch 1098
Validation prc-auc = 0.026362
Epoch 1099
Loss = 2.2927e-03, PNorm = 137.3947, GNorm = 0.0710, lr_0 = 9.4536e-04
Validation prc-auc = 0.026544
Epoch 1100
Validation prc-auc = 0.026732
Epoch 1101
Validation prc-auc = 0.027225
Epoch 1102
Validation prc-auc = 0.027441
Epoch 1103
Loss = 1.0690e-01, PNorm = 137.5435, GNorm = 1.9609, lr_0 = 9.4515e-04
Loss = 1.7141e-03, PNorm = 137.5537, GNorm = 0.0759, lr_0 = 9.4513e-04
Validation prc-auc = 0.028403
Epoch 1104
Validation prc-auc = 0.030368
Epoch 1105
Validation prc-auc = 0.031418
Epoch 1106
Validation prc-auc = 0.029409
Epoch 1107
Validation prc-auc = 0.028113
Epoch 1108
Loss = 1.7738e-02, PNorm = 137.6738, GNorm = 0.1272, lr_0 = 9.4489e-04
Validation prc-auc = 0.027164
Epoch 1109
Validation prc-auc = 0.027130
Epoch 1110
Validation prc-auc = 0.027155
Epoch 1111
Validation prc-auc = 0.026931
Epoch 1112
Validation prc-auc = 0.026751
Epoch 1113
Loss = 1.7825e-03, PNorm = 137.7831, GNorm = 0.0424, lr_0 = 9.4466e-04
Validation prc-auc = 0.026556
Epoch 1114
Validation prc-auc = 0.026021
Epoch 1115
Validation prc-auc = 0.027012
Epoch 1116
Validation prc-auc = 0.027638
Epoch 1117
Loss = 6.1030e-02, PNorm = 137.8501, GNorm = 0.8459, lr_0 = 9.4444e-04
Loss = 1.4821e-05, PNorm = 137.8543, GNorm = 0.0010, lr_0 = 9.4443e-04
Validation prc-auc = 0.027926
Epoch 1118
Validation prc-auc = 0.028044
Epoch 1119
Validation prc-auc = 0.027780
Epoch 1120
Validation prc-auc = 0.027494
Epoch 1121
Validation prc-auc = 0.027065
Epoch 1122
Loss = 1.9530e-03, PNorm = 137.9133, GNorm = 0.0215, lr_0 = 9.4419e-04
Loss = 7.5246e-05, PNorm = 137.9171, GNorm = 0.0043, lr_0 = 9.4417e-04
Validation prc-auc = 0.026703
Epoch 1123
Validation prc-auc = 0.026359
Epoch 1124
Validation prc-auc = 0.026230
Epoch 1125
Validation prc-auc = 0.026147
Epoch 1126
Validation prc-auc = 0.026180
Epoch 1127
Loss = 2.4102e-03, PNorm = 137.9666, GNorm = 0.0537, lr_0 = 9.4396e-04
Validation prc-auc = 0.026193
Epoch 1128
Validation prc-auc = 0.026780
Epoch 1129
Validation prc-auc = 0.026735
Epoch 1130
Validation prc-auc = 0.025973
Epoch 1131
Validation prc-auc = 0.025550
Epoch 1132
Loss = 8.6494e-05, PNorm = 138.0498, GNorm = 0.0032, lr_0 = 9.4371e-04
Validation prc-auc = 0.025242
Epoch 1133
Validation prc-auc = 0.024987
Epoch 1134
Validation prc-auc = 0.024881
Epoch 1135
Validation prc-auc = 0.024872
Epoch 1136
Loss = 6.0088e-03, PNorm = 138.1151, GNorm = 0.3673, lr_0 = 9.4349e-04
Loss = 9.0399e-06, PNorm = 138.1186, GNorm = 0.0007, lr_0 = 9.4347e-04
Validation prc-auc = 0.025590
Epoch 1137
Validation prc-auc = 0.025789
Epoch 1138
Validation prc-auc = 0.026056
Epoch 1139
Validation prc-auc = 0.026203
Epoch 1140
Validation prc-auc = 0.026357
Epoch 1141
Loss = 3.8292e-04, PNorm = 138.1639, GNorm = 0.0513, lr_0 = 9.4324e-04
Validation prc-auc = 0.026484
Epoch 1142
Validation prc-auc = 0.026517
Epoch 1143
Validation prc-auc = 0.026667
Epoch 1144
Validation prc-auc = 0.026749
Epoch 1145
Validation prc-auc = 0.026615
Epoch 1146
Loss = 7.3935e-04, PNorm = 138.2050, GNorm = 0.0298, lr_0 = 9.4300e-04
Validation prc-auc = 0.026306
Epoch 1147
Validation prc-auc = 0.026127
Epoch 1148
Validation prc-auc = 0.026616
Epoch 1149
Validation prc-auc = 0.026485
Epoch 1150
Loss = 3.3234e-03, PNorm = 138.2736, GNorm = 0.2282, lr_0 = 9.4279e-04
Loss = 9.0694e-04, PNorm = 138.2806, GNorm = 0.0445, lr_0 = 9.4277e-04
Validation prc-auc = 0.026379
Epoch 1151
Validation prc-auc = 0.026322
Epoch 1152
Validation prc-auc = 0.025898
Epoch 1153
Validation prc-auc = 0.025515
Epoch 1154
Validation prc-auc = 0.025258
Epoch 1155
Loss = 6.3892e-02, PNorm = 138.3654, GNorm = 0.0077, lr_0 = 9.4253e-04
Loss = 2.3444e-06, PNorm = 138.3686, GNorm = 0.0002, lr_0 = 9.4252e-04
Validation prc-auc = 0.025786
Epoch 1156
Validation prc-auc = 0.026115
Epoch 1157
Validation prc-auc = 0.026144
Epoch 1158
Validation prc-auc = 0.026452
Epoch 1159
Validation prc-auc = 0.027129
Epoch 1160
Loss = 1.1462e-03, PNorm = 138.4021, GNorm = 0.0423, lr_0 = 9.4230e-04
Validation prc-auc = 0.027368
Epoch 1161
Validation prc-auc = 0.027264
Epoch 1162
Validation prc-auc = 0.027196
Epoch 1163
Validation prc-auc = 0.027033
Epoch 1164
Validation prc-auc = 0.027201
Epoch 1165
Loss = 2.5705e-04, PNorm = 138.4442, GNorm = 0.0094, lr_0 = 9.4205e-04
Validation prc-auc = 0.027224
Epoch 1166
Validation prc-auc = 0.026896
Epoch 1167
Validation prc-auc = 0.026506
Epoch 1168
Validation prc-auc = 0.026161
Epoch 1169
Loss = 8.8002e-03, PNorm = 138.4743, GNorm = 0.2612, lr_0 = 9.4183e-04
Loss = 1.2063e-02, PNorm = 138.4799, GNorm = 0.5651, lr_0 = 9.4182e-04
Validation prc-auc = 0.025657
Epoch 1170
Validation prc-auc = 0.025600
Epoch 1171
Validation prc-auc = 0.025067
Epoch 1172
Validation prc-auc = 0.024817
Epoch 1173
Validation prc-auc = 0.024593
Epoch 1174
Loss = 3.7413e-03, PNorm = 138.5495, GNorm = 0.1405, lr_0 = 9.4158e-04
Validation prc-auc = 0.024483
Epoch 1175
Validation prc-auc = 0.024426
Epoch 1176
Validation prc-auc = 0.024398
Epoch 1177
Validation prc-auc = 0.024361
Epoch 1178
Validation prc-auc = 0.024249
Epoch 1179
Loss = 1.1412e-02, PNorm = 138.5835, GNorm = 0.9600, lr_0 = 9.4135e-04
Validation prc-auc = 0.024450
Epoch 1180
Validation prc-auc = 0.024599
Epoch 1181
Validation prc-auc = 0.024730
Epoch 1182
Validation prc-auc = 0.024956
Epoch 1183
Loss = 5.2762e-02, PNorm = 138.6138, GNorm = 0.0063, lr_0 = 9.4112e-04
Validation prc-auc = 0.025171
Epoch 1184
Validation prc-auc = 0.025724
Epoch 1185
Validation prc-auc = 0.026374
Epoch 1186
Validation prc-auc = 0.026929
Epoch 1187
Validation prc-auc = 0.027213
Epoch 1188
Loss = 3.3438e-03, PNorm = 138.6543, GNorm = 0.0392, lr_0 = 9.4088e-04
Loss = 1.1681e-03, PNorm = 138.6577, GNorm = 0.0597, lr_0 = 9.4087e-04
Validation prc-auc = 0.027475
Epoch 1189
Validation prc-auc = 0.027420
Epoch 1190
Validation prc-auc = 0.027603
Epoch 1191
Validation prc-auc = 0.027600
Epoch 1192
Validation prc-auc = 0.027230
Epoch 1193
Loss = 4.1837e-04, PNorm = 138.6885, GNorm = 0.0116, lr_0 = 9.4065e-04
Validation prc-auc = 0.027071
Epoch 1194
Validation prc-auc = 0.026880
Epoch 1195
Validation prc-auc = 0.026777
Epoch 1196
Validation prc-auc = 0.026721
Epoch 1197
Validation prc-auc = 0.026744
Epoch 1198
Loss = 1.0391e-04, PNorm = 138.7090, GNorm = 0.0034, lr_0 = 9.4040e-04
Validation prc-auc = 0.026791
Epoch 1199
Validation prc-auc = 0.026867
Epoch 1200
Validation prc-auc = 0.026839
Epoch 1201
Validation prc-auc = 0.026822
Epoch 1202
Loss = 2.2451e-04, PNorm = 138.7213, GNorm = 0.0006, lr_0 = 9.4018e-04
Loss = 1.2177e-04, PNorm = 138.7219, GNorm = 0.0072, lr_0 = 9.4016e-04
Validation prc-auc = 0.026856
Epoch 1203
Validation prc-auc = 0.026888
Epoch 1204
Validation prc-auc = 0.027147
Epoch 1205
Validation prc-auc = 0.027241
Epoch 1206
Validation prc-auc = 0.027879
Epoch 1207
Loss = 1.0941e-03, PNorm = 138.7430, GNorm = 0.1550, lr_0 = 9.3993e-04
Loss = 2.3739e-04, PNorm = 138.7454, GNorm = 0.0117, lr_0 = 9.3991e-04
Validation prc-auc = 0.028035
Epoch 1208
Validation prc-auc = 0.028261
Epoch 1209
Validation prc-auc = 0.028301
Epoch 1210
Validation prc-auc = 0.028323
Epoch 1211
Validation prc-auc = 0.028398
Epoch 1212
Loss = 2.0710e-03, PNorm = 138.7689, GNorm = 0.1921, lr_0 = 9.3970e-04
Validation prc-auc = 0.028173
Epoch 1213
Validation prc-auc = 0.027588
Epoch 1214
Validation prc-auc = 0.027208
Epoch 1215
Validation prc-auc = 0.026573
Epoch 1216
Loss = 4.8478e-04, PNorm = 138.8139, GNorm = 0.0450, lr_0 = 9.3946e-04
Validation prc-auc = 0.026066
Epoch 1217
Validation prc-auc = 0.027594
Epoch 1218
Validation prc-auc = 0.029390
Epoch 1219
Validation prc-auc = 0.030359
Epoch 1220
Validation prc-auc = 0.029236
Epoch 1221
Loss = 3.2174e-02, PNorm = 139.0165, GNorm = 0.1497, lr_0 = 9.3923e-04
Loss = 3.0517e-03, PNorm = 139.0313, GNorm = 0.1332, lr_0 = 9.3922e-04
Validation prc-auc = 0.026877
Epoch 1222
Validation prc-auc = 0.026053
Epoch 1223
Validation prc-auc = 0.026178
Epoch 1224
Validation prc-auc = 0.026220
Epoch 1225
Validation prc-auc = 0.026055
Epoch 1226
Loss = 2.9178e-03, PNorm = 139.1929, GNorm = 0.0612, lr_0 = 9.3900e-04
Validation prc-auc = 0.025967
Epoch 1227
Validation prc-auc = 0.025992
Epoch 1228
Validation prc-auc = 0.026012
Epoch 1229
Validation prc-auc = 0.025814
Epoch 1230
Validation prc-auc = 0.026079
Epoch 1231
Loss = 1.8457e-03, PNorm = 139.3128, GNorm = 0.0843, lr_0 = 9.3875e-04
Validation prc-auc = 0.026659
Epoch 1232
Validation prc-auc = 0.026792
Epoch 1233
Validation prc-auc = 0.026595
Epoch 1234
Validation prc-auc = 0.026233
Epoch 1235
Loss = 5.1225e-03, PNorm = 139.3810, GNorm = 0.0771, lr_0 = 9.3853e-04
Loss = 3.6098e-05, PNorm = 139.3855, GNorm = 0.0024, lr_0 = 9.3852e-04
Validation prc-auc = 0.026013
Epoch 1236
Validation prc-auc = 0.025909
Epoch 1237
Validation prc-auc = 0.025762
Epoch 1238
Validation prc-auc = 0.025835
Epoch 1239
Validation prc-auc = 0.025922
Epoch 1240
Loss = 1.0632e-03, PNorm = 139.4373, GNorm = 0.0606, lr_0 = 9.3828e-04
Loss = 7.0531e-06, PNorm = 139.4400, GNorm = 0.0007, lr_0 = 9.3827e-04
Validation prc-auc = 0.025749
Epoch 1241
Validation prc-auc = 0.025711
Epoch 1242
Validation prc-auc = 0.025739
Epoch 1243
Validation prc-auc = 0.025939
Epoch 1244
Validation prc-auc = 0.025926
Epoch 1245
Loss = 1.2397e-03, PNorm = 139.4710, GNorm = 0.0708, lr_0 = 9.3805e-04
Validation prc-auc = 0.025896
Epoch 1246
Validation prc-auc = 0.025907
Epoch 1247
Validation prc-auc = 0.026020
Epoch 1248
Validation prc-auc = 0.026383
Epoch 1249
Loss = 3.2925e-04, PNorm = 139.5162, GNorm = 0.0040, lr_0 = 9.3782e-04
Validation prc-auc = 0.026551
Epoch 1250
Validation prc-auc = 0.026559
Epoch 1251
Validation prc-auc = 0.026574
Epoch 1252
Validation prc-auc = 0.026095
Epoch 1253
Validation prc-auc = 0.024364
Epoch 1254
Loss = 1.9048e-02, PNorm = 139.5842, GNorm = 0.7374, lr_0 = 9.3758e-04
Loss = 5.2054e-06, PNorm = 139.5937, GNorm = 0.0003, lr_0 = 9.3757e-04
Validation prc-auc = 0.023123
Epoch 1255
Validation prc-auc = 0.024239
Epoch 1256
Validation prc-auc = 0.024625
Epoch 1257
Validation prc-auc = 0.024062
Epoch 1258
Validation prc-auc = 0.022362
Epoch 1259
Loss = 5.6534e-02, PNorm = 139.8205, GNorm = 1.1052, lr_0 = 9.3735e-04
Validation prc-auc = 0.021310
Epoch 1260
Validation prc-auc = 0.020587
Epoch 1261
Validation prc-auc = 0.020342
Epoch 1262
Validation prc-auc = 0.021276
Epoch 1263
Validation prc-auc = 0.022910
Epoch 1264
Loss = 5.3211e-02, PNorm = 140.2868, GNorm = 1.0947, lr_0 = 9.3710e-04
Validation prc-auc = 0.024668
Epoch 1265
Validation prc-auc = 0.025424
Epoch 1266
Validation prc-auc = 0.026456
Epoch 1267
Validation prc-auc = 0.027375
Epoch 1268
Loss = 5.5920e-02, PNorm = 140.6090, GNorm = 1.6262, lr_0 = 9.3689e-04
Loss = 7.4599e-05, PNorm = 140.6311, GNorm = 0.0046, lr_0 = 9.3687e-04
Validation prc-auc = 0.027241
Epoch 1269
Validation prc-auc = 0.026591
Epoch 1270
Validation prc-auc = 0.025464
Epoch 1271
Validation prc-auc = 0.023843
Epoch 1272
Validation prc-auc = 0.022504
Epoch 1273
Loss = 1.2611e-01, PNorm = 140.8913, GNorm = 1.9506, lr_0 = 9.3664e-04
Loss = 6.0182e-01, PNorm = 140.9087, GNorm = 14.5269, lr_0 = 9.3662e-04
Validation prc-auc = 0.021678
Epoch 1274
Validation prc-auc = 0.022283
Epoch 1275
Validation prc-auc = 0.023217
Epoch 1276
Validation prc-auc = 0.023689
Epoch 1277
Validation prc-auc = 0.021390
Epoch 1278
Loss = 1.0972e-02, PNorm = 141.1910, GNorm = 0.1906, lr_0 = 9.3641e-04
Validation prc-auc = 0.020743
Epoch 1279
Validation prc-auc = 0.020693
Epoch 1280
Validation prc-auc = 0.021192
Epoch 1281
Validation prc-auc = 0.021562
Epoch 1282
Validation prc-auc = 0.021848
Epoch 1283
Loss = 4.6961e-02, PNorm = 141.4692, GNorm = 1.1583, lr_0 = 9.3616e-04
Validation prc-auc = 0.022317
Epoch 1284
Validation prc-auc = 0.023044
Epoch 1285
Validation prc-auc = 0.022736
Epoch 1286
Validation prc-auc = 0.023300
Epoch 1287
Loss = 6.6210e-02, PNorm = 141.6957, GNorm = 3.2185, lr_0 = 9.3594e-04
Loss = 5.6739e-04, PNorm = 141.7119, GNorm = 0.0464, lr_0 = 9.3592e-04
Validation prc-auc = 0.025151
Epoch 1288
Validation prc-auc = 0.026429
Epoch 1289
Validation prc-auc = 0.026822
Epoch 1290
Validation prc-auc = 0.027327
Epoch 1291
Validation prc-auc = 0.026225
Epoch 1292
Loss = 3.9430e-02, PNorm = 141.8907, GNorm = 2.2799, lr_0 = 9.3571e-04
Validation prc-auc = 0.026214
Epoch 1293
Validation prc-auc = 0.024069
Epoch 1294
Validation prc-auc = 0.022334
Epoch 1295
Validation prc-auc = 0.021999
Epoch 1296
Validation prc-auc = 0.022052
Epoch 1297
Loss = 6.8714e-02, PNorm = 142.2273, GNorm = 2.3310, lr_0 = 9.3546e-04
Validation prc-auc = 0.023088
Epoch 1298
Validation prc-auc = 0.024308
Epoch 1299
Validation prc-auc = 0.025054
Epoch 1300
Validation prc-auc = 0.025329
Epoch 1301
Loss = 8.1611e-02, PNorm = 142.4627, GNorm = 2.2599, lr_0 = 9.3524e-04
Loss = 2.2457e-01, PNorm = 142.4756, GNorm = 6.8410, lr_0 = 9.3523e-04
Validation prc-auc = 0.026287
Epoch 1302
Validation prc-auc = 0.027982
Epoch 1303
Validation prc-auc = 0.025698
Epoch 1304
Validation prc-auc = 0.023558
Epoch 1305
Validation prc-auc = 0.021932
Epoch 1306
Loss = 7.6238e-02, PNorm = 142.7020, GNorm = 1.3482, lr_0 = 9.3499e-04
Loss = 9.6890e-04, PNorm = 142.7143, GNorm = 0.0406, lr_0 = 9.3498e-04
Validation prc-auc = 0.022512
Epoch 1307
Validation prc-auc = 0.023564
Epoch 1308
Validation prc-auc = 0.024492
Epoch 1309
Validation prc-auc = 0.024584
Epoch 1310
Validation prc-auc = 0.024633
Epoch 1311
Loss = 5.3066e-03, PNorm = 142.8538, GNorm = 0.1176, lr_0 = 9.3476e-04
Validation prc-auc = 0.024685
Epoch 1312
Validation prc-auc = 0.027446
Epoch 1313
Validation prc-auc = 0.026291
Epoch 1314
Validation prc-auc = 0.023770
Epoch 1315
Validation prc-auc = 0.022101
Epoch 1316
Loss = 6.3548e-03, PNorm = 143.0397, GNorm = 0.2885, lr_0 = 9.3451e-04
Validation prc-auc = 0.021349
Epoch 1317
Validation prc-auc = 0.020785
Epoch 1318
Validation prc-auc = 0.020295
Epoch 1319
Validation prc-auc = 0.019787
Epoch 1320
Loss = 1.8915e-02, PNorm = 143.2232, GNorm = 0.6114, lr_0 = 9.3430e-04
Loss = 5.2763e-01, PNorm = 143.2392, GNorm = 21.0652, lr_0 = 9.3428e-04
Validation prc-auc = 0.018626
Epoch 1321
Validation prc-auc = 0.017376
Epoch 1322
Validation prc-auc = 0.017526
Epoch 1323
Validation prc-auc = 0.018452
Epoch 1324
Validation prc-auc = 0.018391
Epoch 1325
Loss = 4.2402e-01, PNorm = 143.5368, GNorm = 5.0842, lr_0 = 9.3407e-04
Validation prc-auc = 0.017415
Epoch 1326
Validation prc-auc = 0.017439
Epoch 1327
Validation prc-auc = 0.017953
Epoch 1328
Validation prc-auc = 0.018520
Epoch 1329
Validation prc-auc = 0.018841
Epoch 1330
Loss = 6.5225e-02, PNorm = 143.7970, GNorm = 1.6734, lr_0 = 9.3382e-04
Validation prc-auc = 0.019546
Epoch 1331
Validation prc-auc = 0.020155
Epoch 1332
Validation prc-auc = 0.020499
Epoch 1333
Validation prc-auc = 0.020537
Epoch 1334
Loss = 6.6059e-03, PNorm = 143.9515, GNorm = 0.2208, lr_0 = 9.3360e-04
Loss = 3.1325e-04, PNorm = 143.9613, GNorm = 0.0145, lr_0 = 9.3359e-04
Validation prc-auc = 0.020650
Epoch 1335
Validation prc-auc = 0.020553
Epoch 1336
Validation prc-auc = 0.020314
Epoch 1337
Validation prc-auc = 0.019608
Epoch 1338
Validation prc-auc = 0.019305
Epoch 1339
Loss = 5.9368e-02, PNorm = 144.0849, GNorm = 1.2743, lr_0 = 9.3336e-04
Loss = 6.6333e-03, PNorm = 144.0976, GNorm = 0.4517, lr_0 = 9.3334e-04
Validation prc-auc = 0.019302
Epoch 1340
Validation prc-auc = 0.019379
Epoch 1341
Validation prc-auc = 0.019315
Epoch 1342
Validation prc-auc = 0.018979
Epoch 1343
Validation prc-auc = 0.019094
Epoch 1344
Loss = 5.4531e-03, PNorm = 144.2901, GNorm = 0.1442, lr_0 = 9.3312e-04
Validation prc-auc = 0.019287
Epoch 1345
Validation prc-auc = 0.019926
Epoch 1346
Validation prc-auc = 0.020128
Epoch 1347
Validation prc-auc = 0.020084
Epoch 1348
Validation prc-auc = 0.020065
Epoch 1349
Loss = 1.6734e-03, PNorm = 144.4757, GNorm = 0.0534, lr_0 = 9.3288e-04
Validation prc-auc = 0.019859
Epoch 1350
Validation prc-auc = 0.019904
Epoch 1351
Validation prc-auc = 0.019776
Epoch 1352
Validation prc-auc = 0.019784
Epoch 1353
Loss = 2.9088e-03, PNorm = 144.6162, GNorm = 0.2531, lr_0 = 9.3266e-04
Loss = 2.9873e-04, PNorm = 144.6259, GNorm = 0.0226, lr_0 = 9.3264e-04
Validation prc-auc = 0.019754
Epoch 1354
Validation prc-auc = 0.019799
Epoch 1355
Validation prc-auc = 0.019930
Epoch 1356
Validation prc-auc = 0.019670
Epoch 1357
Validation prc-auc = 0.019558
Epoch 1358
Loss = 7.8287e-02, PNorm = 144.7009, GNorm = 4.0738, lr_0 = 9.3241e-04
Validation prc-auc = 0.019935
Epoch 1359
Validation prc-auc = 0.020059
Epoch 1360
Validation prc-auc = 0.020005
Epoch 1361
Validation prc-auc = 0.019970
Epoch 1362
Validation prc-auc = 0.020362
Epoch 1363
Loss = 7.1948e-04, PNorm = 144.7834, GNorm = 0.0247, lr_0 = 9.3218e-04
Validation prc-auc = 0.020588
Epoch 1364
Validation prc-auc = 0.020683
Epoch 1365
Validation prc-auc = 0.020572
Epoch 1366
Validation prc-auc = 0.020528
Epoch 1367
Loss = 1.5956e-02, PNorm = 144.9423, GNorm = 0.3720, lr_0 = 9.3197e-04
Loss = 3.1500e-02, PNorm = 144.9581, GNorm = 0.9786, lr_0 = 9.3195e-04
Validation prc-auc = 0.020647
Epoch 1368
Validation prc-auc = 0.020991
Epoch 1369
Validation prc-auc = 0.021208
Epoch 1370
Validation prc-auc = 0.020790
Epoch 1371
Validation prc-auc = 0.020848
Epoch 1372
Loss = 7.4815e-02, PNorm = 145.1441, GNorm = 0.9060, lr_0 = 9.3172e-04
Loss = 2.7151e-02, PNorm = 145.1551, GNorm = 0.8010, lr_0 = 9.3170e-04
Validation prc-auc = 0.021076
Epoch 1373
Validation prc-auc = 0.021032
Epoch 1374
Validation prc-auc = 0.021195
Epoch 1375
Validation prc-auc = 0.021182
Epoch 1376
Validation prc-auc = 0.021268
Epoch 1377
Loss = 9.1129e-02, PNorm = 145.2798, GNorm = 4.1029, lr_0 = 9.3149e-04
Validation prc-auc = 0.020453
Epoch 1378
Validation prc-auc = 0.019982
Epoch 1379
Validation prc-auc = 0.020334
Epoch 1380
Validation prc-auc = 0.020928
Epoch 1381
Validation prc-auc = 0.021430
Epoch 1382
Loss = 4.2677e-02, PNorm = 145.4786, GNorm = 1.0669, lr_0 = 9.3124e-04
Validation prc-auc = 0.021529
Epoch 1383
Validation prc-auc = 0.021608
Epoch 1384
Validation prc-auc = 0.021781
Epoch 1385
Validation prc-auc = 0.021778
Epoch 1386
Loss = 4.0157e-03, PNorm = 145.6424, GNorm = 0.1738, lr_0 = 9.3102e-04
Loss = 2.3206e-03, PNorm = 145.6520, GNorm = 0.1103, lr_0 = 9.3101e-04
Validation prc-auc = 0.021658
Epoch 1387
Validation prc-auc = 0.020853
Epoch 1388
Validation prc-auc = 0.020239
Epoch 1389
Validation prc-auc = 0.019940
Epoch 1390
Validation prc-auc = 0.019323
Epoch 1391
Loss = 7.8689e-03, PNorm = 145.7455, GNorm = 0.5296, lr_0 = 9.3078e-04
Validation prc-auc = 0.018630
Epoch 1392
Validation prc-auc = 0.018361
Epoch 1393
Validation prc-auc = 0.018271
Epoch 1394
Validation prc-auc = 0.018404
Epoch 1395
Validation prc-auc = 0.018611
Epoch 1396
Loss = 9.5441e-04, PNorm = 145.8387, GNorm = 0.0306, lr_0 = 9.3055e-04
Validation prc-auc = 0.018948
Epoch 1397
Validation prc-auc = 0.019343
Epoch 1398
Validation prc-auc = 0.019560
Epoch 1399
Validation prc-auc = 0.019771
Epoch 1400
Loss = 1.1456e-01, PNorm = 145.8957, GNorm = 0.0401, lr_0 = 9.3033e-04
Loss = 1.2997e-03, PNorm = 145.8980, GNorm = 0.1109, lr_0 = 9.3032e-04
Validation prc-auc = 0.019986
Epoch 1401
Validation prc-auc = 0.020187
Epoch 1402
Validation prc-auc = 0.020470
Epoch 1403
Validation prc-auc = 0.020245
Epoch 1404
Validation prc-auc = 0.020217
Epoch 1405
Loss = 3.2315e-03, PNorm = 145.9512, GNorm = 0.2678, lr_0 = 9.3008e-04
Loss = 1.7802e-04, PNorm = 145.9572, GNorm = 0.0100, lr_0 = 9.3007e-04
Validation prc-auc = 0.020624
Epoch 1406
Validation prc-auc = 0.020540
Epoch 1407
Validation prc-auc = 0.020597
Epoch 1408
Validation prc-auc = 0.020788
Epoch 1409
Validation prc-auc = 0.020737
Epoch 1410
Loss = 2.9327e-03, PNorm = 146.0193, GNorm = 0.0792, lr_0 = 9.2985e-04
Validation prc-auc = 0.020740
Epoch 1411
Validation prc-auc = 0.020745
Epoch 1412
Validation prc-auc = 0.020634
Epoch 1413
Validation prc-auc = 0.020528
Epoch 1414
Validation prc-auc = 0.020404
Epoch 1415
Loss = 3.4081e-02, PNorm = 146.0674, GNorm = 2.0011, lr_0 = 9.2961e-04
Validation prc-auc = 0.020915
Epoch 1416
Validation prc-auc = 0.021313
Epoch 1417
Validation prc-auc = 0.021608
Epoch 1418
Validation prc-auc = 0.021752
Epoch 1419
Loss = 3.3178e-03, PNorm = 146.1240, GNorm = 0.1442, lr_0 = 9.2939e-04
Loss = 4.4473e-02, PNorm = 146.1283, GNorm = 2.2164, lr_0 = 9.2938e-04
Validation prc-auc = 0.021903
Epoch 1420
Validation prc-auc = 0.021973
Epoch 1421
Validation prc-auc = 0.022320
Epoch 1422
Validation prc-auc = 0.022424
Epoch 1423
Validation prc-auc = 0.022569
Epoch 1424
Loss = 2.4347e-03, PNorm = 146.1811, GNorm = 0.4772, lr_0 = 9.2914e-04
Validation prc-auc = 0.022823
Epoch 1425
Validation prc-auc = 0.022902
Epoch 1426
Validation prc-auc = 0.022913
Epoch 1427
Validation prc-auc = 0.022885
Epoch 1428
Validation prc-auc = 0.022573
Epoch 1429
Loss = 3.2488e-04, PNorm = 146.2259, GNorm = 0.0203, lr_0 = 9.2891e-04
Validation prc-auc = 0.022355
Epoch 1430
Validation prc-auc = 0.022313
Epoch 1431
Validation prc-auc = 0.022350
Epoch 1432
Validation prc-auc = 0.022178
Epoch 1433
Loss = 6.8639e-04, PNorm = 146.3029, GNorm = 0.0003, lr_0 = 9.2868e-04
Validation prc-auc = 0.021748
Epoch 1434
Validation prc-auc = 0.021458
Epoch 1435
Validation prc-auc = 0.021144
Epoch 1436
Validation prc-auc = 0.020997
Epoch 1437
Validation prc-auc = 0.021206
Epoch 1438
Loss = 4.5597e-04, PNorm = 146.3644, GNorm = 0.0083, lr_0 = 9.2845e-04
Loss = 5.9217e-05, PNorm = 146.3682, GNorm = 0.0043, lr_0 = 9.2844e-04
Validation prc-auc = 0.021249
Epoch 1439
Validation prc-auc = 0.021157
Epoch 1440
Validation prc-auc = 0.021066
Epoch 1441
Validation prc-auc = 0.020562
Epoch 1442
Validation prc-auc = 0.020224
Epoch 1443
Loss = 1.1566e-03, PNorm = 146.4146, GNorm = 0.0508, lr_0 = 9.2822e-04
Validation prc-auc = 0.020122
Epoch 1444
Validation prc-auc = 0.019940
Epoch 1445
Validation prc-auc = 0.020197
Epoch 1446
Validation prc-auc = 0.020588
Epoch 1447
Validation prc-auc = 0.020658
Epoch 1448
Loss = 1.1819e-03, PNorm = 146.4619, GNorm = 0.0495, lr_0 = 9.2798e-04
Validation prc-auc = 0.020564
Epoch 1449
Validation prc-auc = 0.020510
Epoch 1450
Validation prc-auc = 0.020526
Epoch 1451
Validation prc-auc = 0.020661
Epoch 1452
Loss = 4.3785e-02, PNorm = 146.5037, GNorm = 0.0052, lr_0 = 9.2776e-04
Loss = 2.8626e-04, PNorm = 146.5061, GNorm = 0.0168, lr_0 = 9.2775e-04
Validation prc-auc = 0.021142
Epoch 1453
Validation prc-auc = 0.021762
Epoch 1454
Validation prc-auc = 0.023228
Epoch 1455
Validation prc-auc = 0.024204
Epoch 1456
Validation prc-auc = 0.025165
Epoch 1457
Loss = 2.5946e-04, PNorm = 146.5643, GNorm = 0.0073, lr_0 = 9.2752e-04
Loss = 1.9868e-08, PNorm = 146.5686, GNorm = 0.0000, lr_0 = 9.2750e-04
Validation prc-auc = 0.025427
Epoch 1458
Validation prc-auc = 0.025686
Epoch 1459
Validation prc-auc = 0.026242
Epoch 1460
Validation prc-auc = 0.026478
Epoch 1461
Validation prc-auc = 0.026895
Epoch 1462
Loss = 6.3493e-02, PNorm = 146.6114, GNorm = 3.4011, lr_0 = 9.2729e-04
Validation prc-auc = 0.028288
Epoch 1463
Validation prc-auc = 0.030137
Epoch 1464
Validation prc-auc = 0.030634
Epoch 1465
Validation prc-auc = 0.030424
Epoch 1466
Loss = 8.2738e-02, PNorm = 146.7041, GNorm = 0.2740, lr_0 = 9.2706e-04
Validation prc-auc = 0.026896
Epoch 1467
Validation prc-auc = 0.027891
Epoch 1468
Validation prc-auc = 0.027254
Epoch 1469
Validation prc-auc = 0.026784
Epoch 1470
Validation prc-auc = 0.026296
Epoch 1471
Loss = 1.3855e-02, PNorm = 146.8617, GNorm = 0.7006, lr_0 = 9.2683e-04
Loss = 5.1456e-04, PNorm = 146.8723, GNorm = 0.0218, lr_0 = 9.2681e-04
Validation prc-auc = 0.025913
Epoch 1472
Validation prc-auc = 0.025926
Epoch 1473
Validation prc-auc = 0.026390
Epoch 1474
Validation prc-auc = 0.026566
Epoch 1475
Validation prc-auc = 0.026760
Epoch 1476
Loss = 3.1601e-02, PNorm = 147.0007, GNorm = 1.6062, lr_0 = 9.2660e-04
Validation prc-auc = 0.027010
Epoch 1477
Validation prc-auc = 0.026354
Epoch 1478
Validation prc-auc = 0.026328
Epoch 1479
Validation prc-auc = 0.026118
Epoch 1480
Validation prc-auc = 0.026052
Epoch 1481
Loss = 3.2202e-04, PNorm = 147.1363, GNorm = 0.0147, lr_0 = 9.2635e-04
Validation prc-auc = 0.026344
Epoch 1482
Validation prc-auc = 0.026282
Epoch 1483
Validation prc-auc = 0.026337
Epoch 1484
Validation prc-auc = 0.026355
Epoch 1485
Loss = 3.7081e-02, PNorm = 147.2307, GNorm = 0.0296, lr_0 = 9.2614e-04
Loss = 1.4212e-04, PNorm = 147.2351, GNorm = 0.0111, lr_0 = 9.2612e-04
Validation prc-auc = 0.026297
Epoch 1486
Validation prc-auc = 0.026188
Epoch 1487
Validation prc-auc = 0.026051
Epoch 1488
Validation prc-auc = 0.025854
Epoch 1489
Validation prc-auc = 0.025742
Epoch 1490
Loss = 1.1628e-03, PNorm = 147.2774, GNorm = 0.0577, lr_0 = 9.2589e-04
Loss = 4.1341e-05, PNorm = 147.2796, GNorm = 0.0027, lr_0 = 9.2587e-04
Validation prc-auc = 0.025840
Epoch 1491
Validation prc-auc = 0.025302
Epoch 1492
Validation prc-auc = 0.024935
Epoch 1493
Validation prc-auc = 0.024815
Epoch 1494
Validation prc-auc = 0.024612
Epoch 1495
Loss = 1.7090e-02, PNorm = 147.3111, GNorm = 2.3647, lr_0 = 9.2566e-04
Validation prc-auc = 0.023832
Epoch 1496
Validation prc-auc = 0.023317
Epoch 1497
Validation prc-auc = 0.023119
Epoch 1498
Validation prc-auc = 0.023051
Epoch 1499
Loss = 1.2186e-03, PNorm = 147.3550, GNorm = 0.0656, lr_0 = 9.2543e-04
Validation prc-auc = 0.022920
Epoch 1500
Validation prc-auc = 0.022978
Epoch 1501
Validation prc-auc = 0.023357
Epoch 1502
Validation prc-auc = 0.023568
Epoch 1503
Validation prc-auc = 0.023800
Epoch 1504
Loss = 9.8703e-02, PNorm = 147.3964, GNorm = 1.2849, lr_0 = 9.2520e-04
Loss = 2.8411e-06, PNorm = 147.3978, GNorm = 0.0002, lr_0 = 9.2518e-04
Validation prc-auc = 0.023907
Epoch 1505
Validation prc-auc = 0.023500
Epoch 1506
Validation prc-auc = 0.022960
Epoch 1507
Validation prc-auc = 0.022592
Epoch 1508
Validation prc-auc = 0.022467
Epoch 1509
Loss = 4.3468e-02, PNorm = 147.4398, GNorm = 0.9767, lr_0 = 9.2497e-04
Validation prc-auc = 0.022615
Epoch 1510
Validation prc-auc = 0.022746
Epoch 1511
Validation prc-auc = 0.023131
Epoch 1512
Validation prc-auc = 0.023796
Epoch 1513
Validation prc-auc = 0.022641
Epoch 1514
Loss = 5.0376e-03, PNorm = 147.4871, GNorm = 0.2571, lr_0 = 9.2472e-04
Validation prc-auc = 0.019430
Epoch 1515
Validation prc-auc = 0.017219
Epoch 1516
Validation prc-auc = 0.020227
Epoch 1517
Validation prc-auc = 0.022384
Epoch 1518
Loss = 2.2692e-01, PNorm = 147.8906, GNorm = 2.1502, lr_0 = 9.2451e-04
Loss = 2.7424e-02, PNorm = 147.9293, GNorm = 0.9470, lr_0 = 9.2449e-04
Validation prc-auc = 0.025527
Epoch 1519
Validation prc-auc = 0.024788
Epoch 1520
Validation prc-auc = 0.024357
Epoch 1521
Validation prc-auc = 0.023386
Epoch 1522
Validation prc-auc = 0.022493
Epoch 1523
Loss = 2.3302e-02, PNorm = 148.3952, GNorm = 0.5751, lr_0 = 9.2427e-04
Loss = 3.4896e-03, PNorm = 148.4238, GNorm = 0.1814, lr_0 = 9.2425e-04
Validation prc-auc = 0.022244
Epoch 1524
Validation prc-auc = 0.022698
Epoch 1525
Validation prc-auc = 0.023728
Epoch 1526
Validation prc-auc = 0.024107
Epoch 1527
Validation prc-auc = 0.024013
Epoch 1528
Loss = 1.5327e-01, PNorm = 148.7158, GNorm = 1.1649, lr_0 = 9.2404e-04
Validation prc-auc = 0.023547
Epoch 1529
Validation prc-auc = 0.023415
Epoch 1530
Validation prc-auc = 0.023823
Epoch 1531
Validation prc-auc = 0.024330
Epoch 1532
Validation prc-auc = 0.024926
Epoch 1533
Loss = 7.5642e-02, PNorm = 148.8962, GNorm = 0.7413, lr_0 = 9.2379e-04
Validation prc-auc = 0.025263
Epoch 1534
Validation prc-auc = 0.025205
Epoch 1535
Validation prc-auc = 0.024927
Epoch 1536
Validation prc-auc = 0.024396
Epoch 1537
Loss = 6.5492e-03, PNorm = 149.0125, GNorm = 0.5561, lr_0 = 9.2358e-04
Loss = 4.7349e-02, PNorm = 149.0218, GNorm = 0.9247, lr_0 = 9.2356e-04
Validation prc-auc = 0.024414
Epoch 1538
Validation prc-auc = 0.024827
Epoch 1539
Validation prc-auc = 0.025087
Epoch 1540
Validation prc-auc = 0.025320
Epoch 1541
Validation prc-auc = 0.025258
Epoch 1542
Loss = 1.4354e-03, PNorm = 149.1220, GNorm = 0.0471, lr_0 = 9.2335e-04
Validation prc-auc = 0.024465
Epoch 1543
Validation prc-auc = 0.024183
Epoch 1544
Validation prc-auc = 0.023031
Epoch 1545
Validation prc-auc = 0.022434
Epoch 1546
Validation prc-auc = 0.022100
Epoch 1547
Loss = 8.1138e-02, PNorm = 149.2958, GNorm = 1.9661, lr_0 = 9.2310e-04
Validation prc-auc = 0.021952
Epoch 1548
Validation prc-auc = 0.022189
Epoch 1549
Validation prc-auc = 0.022634
Epoch 1550
Validation prc-auc = 0.023110
Epoch 1551
Loss = 1.1481e-01, PNorm = 149.4265, GNorm = 1.3367, lr_0 = 9.2289e-04
Loss = 9.8568e-03, PNorm = 149.4344, GNorm = 0.3255, lr_0 = 9.2287e-04
Validation prc-auc = 0.023957
Epoch 1552
Validation prc-auc = 0.025183
Epoch 1553
Validation prc-auc = 0.027096
Epoch 1554
Validation prc-auc = 0.024681
Epoch 1555
Validation prc-auc = 0.029333
Epoch 1556
Loss = 3.1863e-02, PNorm = 149.7542, GNorm = 0.5549, lr_0 = 9.2264e-04
Loss = 4.5110e-03, PNorm = 149.7853, GNorm = 0.1816, lr_0 = 9.2263e-04
Validation prc-auc = 0.029957
Epoch 1557
Validation prc-auc = 0.029422
Epoch 1558
Validation prc-auc = 0.028738
Epoch 1559
Validation prc-auc = 0.027717
Epoch 1560
Validation prc-auc = 0.026500
Epoch 1561
Loss = 1.8341e-02, PNorm = 150.1316, GNorm = 0.6546, lr_0 = 9.2242e-04
Validation prc-auc = 0.026096
Epoch 1562
Validation prc-auc = 0.026401
Epoch 1563
Validation prc-auc = 0.026631
Epoch 1564
Validation prc-auc = 0.027688
Epoch 1565
Validation prc-auc = 0.028852
Epoch 1566
Loss = 7.6523e-03, PNorm = 150.3568, GNorm = 0.1573, lr_0 = 9.2217e-04
Validation prc-auc = 0.030226
Epoch 1567
Validation prc-auc = 0.030650
Epoch 1568
Validation prc-auc = 0.029556
Epoch 1569
Validation prc-auc = 0.026138
Epoch 1570
Loss = 2.8077e-02, PNorm = 150.4816, GNorm = 1.0568, lr_0 = 9.2196e-04
Loss = 4.3370e-01, PNorm = 150.4923, GNorm = 15.2053, lr_0 = 9.2194e-04
Validation prc-auc = 0.025345
Epoch 1571
Validation prc-auc = 0.026564
Epoch 1572
Validation prc-auc = 0.027897
Epoch 1573
Validation prc-auc = 0.028169
Epoch 1574
Validation prc-auc = 0.028025
Epoch 1575
Loss = 9.0137e-04, PNorm = 150.6960, GNorm = 0.0280, lr_0 = 9.2173e-04
Validation prc-auc = 0.029786
Epoch 1576
Validation prc-auc = 0.030438
Epoch 1577
Validation prc-auc = 0.030844
Epoch 1578
Validation prc-auc = 0.030411
Epoch 1579
Validation prc-auc = 0.028639
Epoch 1580
Loss = 9.6607e-03, PNorm = 150.8942, GNorm = 0.3443, lr_0 = 9.2148e-04
Validation prc-auc = 0.028831
Epoch 1581
Validation prc-auc = 0.027749
Epoch 1582
Validation prc-auc = 0.028158
Epoch 1583
Validation prc-auc = 0.026736
Epoch 1584
Loss = 5.4022e-02, PNorm = 151.0386, GNorm = 0.5043, lr_0 = 9.2127e-04
Loss = 6.6936e-04, PNorm = 151.0555, GNorm = 0.0341, lr_0 = 9.2125e-04
Validation prc-auc = 0.027555
Epoch 1585
Validation prc-auc = 0.030561
Epoch 1586
Validation prc-auc = 0.029750
Epoch 1587
Validation prc-auc = 0.028948
Epoch 1588
Validation prc-auc = 0.030014
Epoch 1589
Loss = 1.3369e-02, PNorm = 151.2968, GNorm = 0.1596, lr_0 = 9.2103e-04
Loss = 1.2627e-01, PNorm = 151.3124, GNorm = 2.3804, lr_0 = 9.2101e-04
Validation prc-auc = 0.031152
Epoch 1590
Validation prc-auc = 0.031122
Epoch 1591
Validation prc-auc = 0.032632
Epoch 1592
Validation prc-auc = 0.033911
Epoch 1593
Validation prc-auc = 0.035150
Epoch 1594
Loss = 3.2022e-02, PNorm = 151.4994, GNorm = 1.3793, lr_0 = 9.2080e-04
Validation prc-auc = 0.035118
Epoch 1595
Validation prc-auc = 0.033262
Epoch 1596
Validation prc-auc = 0.031692
Epoch 1597
Validation prc-auc = 0.030957
Epoch 1598
Validation prc-auc = 0.030170
Epoch 1599
Loss = 2.6371e-02, PNorm = 151.6939, GNorm = 1.3130, lr_0 = 9.2055e-04
Validation prc-auc = 0.028503
Epoch 1600
Validation prc-auc = 0.027646
Epoch 1601
Validation prc-auc = 0.027514
Epoch 1602
Validation prc-auc = 0.028921
Epoch 1603
Loss = 6.3679e-03, PNorm = 151.8448, GNorm = 0.2669, lr_0 = 9.2034e-04
Loss = 1.4009e-03, PNorm = 151.8557, GNorm = 0.0564, lr_0 = 9.2032e-04
Validation prc-auc = 0.029523
Epoch 1604
Validation prc-auc = 0.030262
Epoch 1605
Validation prc-auc = 0.029922
Epoch 1606
Validation prc-auc = 0.030174
Epoch 1607
Validation prc-auc = 0.030413
Epoch 1608
Loss = 3.7270e-02, PNorm = 151.9904, GNorm = 1.7910, lr_0 = 9.2010e-04
Validation prc-auc = 0.031522
Epoch 1609
Validation prc-auc = 0.032234
Epoch 1610
Validation prc-auc = 0.032762
Epoch 1611
Validation prc-auc = 0.033070
Epoch 1612
Validation prc-auc = 0.032871
Epoch 1613
Loss = 5.0212e-03, PNorm = 152.0682, GNorm = 0.1212, lr_0 = 9.1987e-04
Validation prc-auc = 0.032623
Epoch 1614
Validation prc-auc = 0.031678
Epoch 1615
Validation prc-auc = 0.030994
Epoch 1616
Validation prc-auc = 0.030479
Epoch 1617
Loss = 2.7734e-02, PNorm = 152.1261, GNorm = 0.0441, lr_0 = 9.1966e-04
Loss = 3.2051e-04, PNorm = 152.1301, GNorm = 0.0239, lr_0 = 9.1964e-04
Validation prc-auc = 0.030276
Epoch 1618
Validation prc-auc = 0.029734
Epoch 1619
Validation prc-auc = 0.030556
Epoch 1620
Validation prc-auc = 0.032971
Epoch 1621
Validation prc-auc = 0.035316
Epoch 1622
Loss = 1.1533e-02, PNorm = 152.2227, GNorm = 0.4540, lr_0 = 9.1941e-04
Loss = 2.9139e-02, PNorm = 152.2364, GNorm = 1.0756, lr_0 = 9.1939e-04
Validation prc-auc = 0.037704
Epoch 1623
Validation prc-auc = 0.038871
Epoch 1624
Validation prc-auc = 0.038839
Epoch 1625
Validation prc-auc = 0.038122
Epoch 1626
Validation prc-auc = 0.037346
Epoch 1627
Loss = 4.9388e-02, PNorm = 152.4098, GNorm = 1.0460, lr_0 = 9.1918e-04
Validation prc-auc = 0.035617
Epoch 1628
Validation prc-auc = 0.034984
Epoch 1629
Validation prc-auc = 0.034108
Epoch 1630
Validation prc-auc = 0.033383
Epoch 1631
Validation prc-auc = 0.032539
Epoch 1632
Loss = 5.4730e-03, PNorm = 152.5223, GNorm = 0.3743, lr_0 = 9.1894e-04
Validation prc-auc = 0.032597
Epoch 1633
Validation prc-auc = 0.032442
Epoch 1634
Validation prc-auc = 0.032028
Epoch 1635
Validation prc-auc = 0.031511
Epoch 1636
Loss = 9.6443e-04, PNorm = 152.5790, GNorm = 0.0105, lr_0 = 9.1873e-04
Loss = 1.1921e-07, PNorm = 152.5821, GNorm = 0.0000, lr_0 = 9.1871e-04
Validation prc-auc = 0.030956
Epoch 1637
Validation prc-auc = 0.030772
Epoch 1638
Validation prc-auc = 0.030638
Epoch 1639
Validation prc-auc = 0.031134
Epoch 1640
Validation prc-auc = 0.032730
Epoch 1641
Loss = 2.3874e-02, PNorm = 152.6117, GNorm = 1.1784, lr_0 = 9.1848e-04
Validation prc-auc = 0.033804
Epoch 1642
Validation prc-auc = 0.034165
Epoch 1643
Validation prc-auc = 0.034332
Epoch 1644
Validation prc-auc = 0.034385
Epoch 1645
Validation prc-auc = 0.034318
Epoch 1646
Loss = 9.7635e-05, PNorm = 152.6673, GNorm = 0.0042, lr_0 = 9.1825e-04
Validation prc-auc = 0.034332
Epoch 1647
Validation prc-auc = 0.034137
Epoch 1648
Validation prc-auc = 0.034225
Epoch 1649
Validation prc-auc = 0.034187
Epoch 1650
Loss = 7.5340e-02, PNorm = 152.6936, GNorm = 0.0528, lr_0 = 9.1804e-04
Loss = 1.7087e-06, PNorm = 152.6943, GNorm = 0.0002, lr_0 = 9.1803e-04
Validation prc-auc = 0.034239
Epoch 1651
Validation prc-auc = 0.034675
Epoch 1652
Validation prc-auc = 0.034847
Epoch 1653
Validation prc-auc = 0.034786
Epoch 1654
Validation prc-auc = 0.034981
Epoch 1655
Loss = 2.8971e-02, PNorm = 152.7211, GNorm = 0.6651, lr_0 = 9.1780e-04
Loss = 1.0776e-03, PNorm = 152.7238, GNorm = 0.0544, lr_0 = 9.1778e-04
Validation prc-auc = 0.035619
Epoch 1656
Validation prc-auc = 0.036966
Epoch 1657
Validation prc-auc = 0.037749
Epoch 1658
Validation prc-auc = 0.038026
Epoch 1659
Validation prc-auc = 0.038592
Epoch 1660
Loss = 2.2239e-03, PNorm = 152.7672, GNorm = 0.0580, lr_0 = 9.1757e-04
Validation prc-auc = 0.038610
Epoch 1661
Validation prc-auc = 0.038485
Epoch 1662
Validation prc-auc = 0.038406
Epoch 1663
Validation prc-auc = 0.038337
Epoch 1664
Validation prc-auc = 0.038059
Epoch 1665
Loss = 2.6831e-04, PNorm = 152.8084, GNorm = 0.0105, lr_0 = 9.1733e-04
Validation prc-auc = 0.038335
Epoch 1666
Validation prc-auc = 0.037989
Epoch 1667
Validation prc-auc = 0.037829
Epoch 1668
Validation prc-auc = 0.038218
Epoch 1669
Loss = 4.3004e-02, PNorm = 152.8314, GNorm = 0.9055, lr_0 = 9.1712e-04
Loss = 3.8646e-04, PNorm = 152.8330, GNorm = 0.0158, lr_0 = 9.1710e-04
Validation prc-auc = 0.038082
Epoch 1670
Validation prc-auc = 0.037729
Epoch 1671
Validation prc-auc = 0.036949
Epoch 1672
Validation prc-auc = 0.036890
Epoch 1673
Validation prc-auc = 0.036458
Epoch 1674
Loss = 4.8746e-03, PNorm = 152.8679, GNorm = 0.2169, lr_0 = 9.1687e-04
Validation prc-auc = 0.036220
Epoch 1675
Validation prc-auc = 0.035858
Epoch 1676
Validation prc-auc = 0.035552
Epoch 1677
Validation prc-auc = 0.035550
Epoch 1678
Validation prc-auc = 0.034732
Epoch 1679
Loss = 3.7865e-04, PNorm = 152.9102, GNorm = 0.0137, lr_0 = 9.1664e-04
Validation prc-auc = 0.034043
Epoch 1680
Validation prc-auc = 0.033196
Epoch 1681
Validation prc-auc = 0.032911
Epoch 1682
Validation prc-auc = 0.032756
Epoch 1683
Loss = 7.7850e-04, PNorm = 152.9331, GNorm = 0.0322, lr_0 = 9.1642e-04
Validation prc-auc = 0.032505
Epoch 1684
Validation prc-auc = 0.032529
Epoch 1685
Validation prc-auc = 0.032437
Epoch 1686
Validation prc-auc = 0.032435
Epoch 1687
Validation prc-auc = 0.032503
Epoch 1688
Loss = 2.5875e-03, PNorm = 152.9859, GNorm = 0.0813, lr_0 = 9.1619e-04
Loss = 7.9585e-04, PNorm = 152.9906, GNorm = 0.0428, lr_0 = 9.1617e-04
Validation prc-auc = 0.032624
Epoch 1689
Validation prc-auc = 0.032683
Epoch 1690
Validation prc-auc = 0.032763
Epoch 1691
Validation prc-auc = 0.032528
Epoch 1692
Validation prc-auc = 0.032359
Epoch 1693
Loss = 9.1488e-05, PNorm = 153.0432, GNorm = 0.0042, lr_0 = 9.1596e-04
Validation prc-auc = 0.032288
Epoch 1694
Validation prc-auc = 0.032106
Epoch 1695
Validation prc-auc = 0.032056
Epoch 1696
Validation prc-auc = 0.032083
Epoch 1697
Validation prc-auc = 0.032091
Epoch 1698
Loss = 2.2540e-03, PNorm = 153.0773, GNorm = 0.2824, lr_0 = 9.1572e-04
Validation prc-auc = 0.032222
Epoch 1699
Validation prc-auc = 0.032202
Epoch 1700
Validation prc-auc = 0.032189
Epoch 1701
Validation prc-auc = 0.031861
Epoch 1702
Loss = 2.0355e-04, PNorm = 153.0882, GNorm = 0.0055, lr_0 = 9.1551e-04
Loss = 1.7491e-04, PNorm = 153.0883, GNorm = 0.0073, lr_0 = 9.1549e-04
Validation prc-auc = 0.031980
Epoch 1703
Validation prc-auc = 0.032694
Epoch 1704
Validation prc-auc = 0.033368
Epoch 1705
Validation prc-auc = 0.033627
Epoch 1706
Validation prc-auc = 0.033837
Epoch 1707
Loss = 1.5603e-03, PNorm = 153.1131, GNorm = 0.0495, lr_0 = 9.1526e-04
Loss = 2.0387e-03, PNorm = 153.1158, GNorm = 0.0918, lr_0 = 9.1525e-04
Validation prc-auc = 0.033900
Epoch 1708
Validation prc-auc = 0.033758
Epoch 1709
Validation prc-auc = 0.033532
Epoch 1710
Validation prc-auc = 0.033309
Epoch 1711
Validation prc-auc = 0.033124
Epoch 1712
Loss = 7.5984e-04, PNorm = 153.1533, GNorm = 0.0223, lr_0 = 9.1504e-04
Validation prc-auc = 0.033010
Epoch 1713
Validation prc-auc = 0.033959
Epoch 1714
Validation prc-auc = 0.034940
Epoch 1715
Validation prc-auc = 0.035009
Epoch 1716
Loss = 4.8515e-04, PNorm = 153.1857, GNorm = 0.0207, lr_0 = 9.1481e-04
Validation prc-auc = 0.035065
Epoch 1717
Validation prc-auc = 0.035518
Epoch 1718
Validation prc-auc = 0.035811
Epoch 1719
Validation prc-auc = 0.035928
Epoch 1720
Validation prc-auc = 0.036207
Epoch 1721
Loss = 5.2186e-03, PNorm = 153.2141, GNorm = 0.0066, lr_0 = 9.1458e-04
Loss = 1.0292e-05, PNorm = 153.2164, GNorm = 0.0008, lr_0 = 9.1457e-04
Validation prc-auc = 0.034921
Epoch 1722
Validation prc-auc = 0.034184
Epoch 1723
Validation prc-auc = 0.033564
Epoch 1724
Validation prc-auc = 0.032690
Epoch 1725
Validation prc-auc = 0.032711
Epoch 1726
Loss = 2.6705e-04, PNorm = 153.2454, GNorm = 0.0258, lr_0 = 9.1436e-04
Validation prc-auc = 0.032879
Epoch 1727
Validation prc-auc = 0.032540
Epoch 1728
Validation prc-auc = 0.032099
Epoch 1729
Validation prc-auc = 0.031665
Epoch 1730
Validation prc-auc = 0.031409
Epoch 1731
Loss = 2.0898e-01, PNorm = 153.3310, GNorm = 5.9020, lr_0 = 9.1411e-04
Validation prc-auc = 0.030079
Epoch 1732
Validation prc-auc = 0.028846
Epoch 1733
Validation prc-auc = 0.028208
Epoch 1734
Validation prc-auc = 0.027844
Epoch 1735
Loss = 6.0575e-02, PNorm = 153.4198, GNorm = 2.6370, lr_0 = 9.1390e-04
Loss = 4.1166e-04, PNorm = 153.4277, GNorm = 0.0184, lr_0 = 9.1389e-04
Validation prc-auc = 0.028071
Epoch 1736
Validation prc-auc = 0.028816
Epoch 1737
Validation prc-auc = 0.029672
Epoch 1738
Validation prc-auc = 0.030226
Epoch 1739
Validation prc-auc = 0.030056
Epoch 1740
Loss = 2.7169e-03, PNorm = 153.5505, GNorm = 0.0900, lr_0 = 9.1366e-04
Loss = 6.4149e-04, PNorm = 153.5570, GNorm = 0.0272, lr_0 = 9.1364e-04
Validation prc-auc = 0.030103
Epoch 1741
Validation prc-auc = 0.030011
Epoch 1742
Validation prc-auc = 0.029906
Epoch 1743
Validation prc-auc = 0.029873
Epoch 1744
Validation prc-auc = 0.029802
Epoch 1745
Loss = 2.3202e-03, PNorm = 153.6250, GNorm = 0.0906, lr_0 = 9.1343e-04
Validation prc-auc = 0.029759
Epoch 1746
Validation prc-auc = 0.029581
Epoch 1747
Validation prc-auc = 0.029534
Epoch 1748
Validation prc-auc = 0.029452
Epoch 1749
Loss = 5.0294e-03, PNorm = 153.6766, GNorm = 0.0082, lr_0 = 9.1320e-04
Validation prc-auc = 0.029431
Epoch 1750
Validation prc-auc = 0.030421
Epoch 1751
Validation prc-auc = 0.031275
Epoch 1752
Validation prc-auc = 0.031848
Epoch 1753
Validation prc-auc = 0.031996
Epoch 1754
Loss = 8.2379e-03, PNorm = 153.7328, GNorm = 0.0542, lr_0 = 9.1298e-04
Loss = 9.7948e-04, PNorm = 153.7366, GNorm = 0.0513, lr_0 = 9.1296e-04
Validation prc-auc = 0.032098
Epoch 1755
Validation prc-auc = 0.032374
Epoch 1756
Validation prc-auc = 0.032735
Epoch 1757
Validation prc-auc = 0.032642
Epoch 1758
Validation prc-auc = 0.032509
Epoch 1759
Loss = 1.2103e-03, PNorm = 153.7829, GNorm = 0.0423, lr_0 = 9.1275e-04
Validation prc-auc = 0.032157
Epoch 1760
Validation prc-auc = 0.031434
Epoch 1761
Validation prc-auc = 0.031413
Epoch 1762
Validation prc-auc = 0.031110
Epoch 1763
Validation prc-auc = 0.031072
Epoch 1764
Loss = 6.6896e-02, PNorm = 153.8147, GNorm = 0.9478, lr_0 = 9.1251e-04
Validation prc-auc = 0.030826
Epoch 1765
Validation prc-auc = 0.031223
Epoch 1766
Validation prc-auc = 0.031097
Epoch 1767
Validation prc-auc = 0.031465
Epoch 1768
Loss = 3.9014e-03, PNorm = 153.8390, GNorm = 0.0665, lr_0 = 9.1230e-04
Loss = 2.4243e-04, PNorm = 153.8421, GNorm = 0.0168, lr_0 = 9.1228e-04
Validation prc-auc = 0.031557
Epoch 1769
Validation prc-auc = 0.031391
Epoch 1770
Validation prc-auc = 0.030586
Epoch 1771
Validation prc-auc = 0.030176
Epoch 1772
Validation prc-auc = 0.029842
Epoch 1773
Loss = 7.7447e-05, PNorm = 153.8999, GNorm = 0.0039, lr_0 = 9.1206e-04
Loss = 1.3032e-03, PNorm = 153.9032, GNorm = 0.0684, lr_0 = 9.1204e-04
Validation prc-auc = 0.029957
Epoch 1774
Validation prc-auc = 0.029694
Epoch 1775
Validation prc-auc = 0.029518
Epoch 1776
Validation prc-auc = 0.028931
Epoch 1777
Validation prc-auc = 0.028257
Epoch 1778
Loss = 8.1857e-02, PNorm = 153.9308, GNorm = 0.8656, lr_0 = 9.1183e-04
Validation prc-auc = 0.027747
Epoch 1779
Validation prc-auc = 0.027346
Epoch 1780
Validation prc-auc = 0.027324
Epoch 1781
Validation prc-auc = 0.027124
Epoch 1782
Validation prc-auc = 0.027114
Epoch 1783
Loss = 1.5222e-03, PNorm = 153.9954, GNorm = 0.0509, lr_0 = 9.1159e-04
Validation prc-auc = 0.027123
Epoch 1784
Validation prc-auc = 0.027000
Epoch 1785
Validation prc-auc = 0.027083
Epoch 1786
Validation prc-auc = 0.026954
Epoch 1787
Loss = 6.2952e-01, PNorm = 154.0499, GNorm = 0.0251, lr_0 = 9.1138e-04
Loss = 0.0000e+00, PNorm = 154.0564, GNorm = 0.0000, lr_0 = 9.1136e-04
Validation prc-auc = 0.028232
Epoch 1788
Validation prc-auc = 0.027673
Epoch 1789
Validation prc-auc = 0.027446
Epoch 1790
Validation prc-auc = 0.029224
Epoch 1791
Validation prc-auc = 0.029985
Epoch 1792
Loss = 7.0174e-03, PNorm = 154.2545, GNorm = 0.1357, lr_0 = 9.1115e-04
Validation prc-auc = 0.029859
Epoch 1793
Validation prc-auc = 0.029932
Epoch 1794
Validation prc-auc = 0.029730
Epoch 1795
Validation prc-auc = 0.029429
Epoch 1796
Validation prc-auc = 0.028968
Epoch 1797
Loss = 4.9920e-03, PNorm = 154.4733, GNorm = 0.1062, lr_0 = 9.1091e-04
Validation prc-auc = 0.028604
Epoch 1798
Validation prc-auc = 0.028319
Epoch 1799
Validation prc-auc = 0.028375
Epoch 1800
Validation prc-auc = 0.028680
Epoch 1801
Loss = 2.2626e-03, PNorm = 154.5837, GNorm = 0.0688, lr_0 = 9.1070e-04
Loss = 2.5724e-02, PNorm = 154.5912, GNorm = 2.6322, lr_0 = 9.1068e-04
Validation prc-auc = 0.029332
Epoch 1802
Validation prc-auc = 0.030624
Epoch 1803
Validation prc-auc = 0.031362
Epoch 1804
Validation prc-auc = 0.031526
Epoch 1805
Validation prc-auc = 0.031696
Epoch 1806
Loss = 5.4507e-03, PNorm = 154.6863, GNorm = 0.4226, lr_0 = 9.1046e-04
Loss = 8.7057e-04, PNorm = 154.6923, GNorm = 0.0604, lr_0 = 9.1044e-04
Validation prc-auc = 0.031655
Epoch 1807
Validation prc-auc = 0.031295
Epoch 1808
Validation prc-auc = 0.030966
Epoch 1809
Validation prc-auc = 0.030412
Epoch 1810
Validation prc-auc = 0.029997
Epoch 1811
Loss = 3.7471e-04, PNorm = 154.7640, GNorm = 0.0298, lr_0 = 9.1023e-04
Validation prc-auc = 0.029690
Epoch 1812
Validation prc-auc = 0.029495
Epoch 1813
Validation prc-auc = 0.029312
Epoch 1814
Validation prc-auc = 0.030477
Epoch 1815
Validation prc-auc = 0.030684
Epoch 1816
Loss = 2.8723e-02, PNorm = 154.8438, GNorm = 1.0985, lr_0 = 9.0999e-04
Validation prc-auc = 0.031965
Epoch 1817
Validation prc-auc = 0.033943
Epoch 1818
Validation prc-auc = 0.036319
Epoch 1819
Validation prc-auc = 0.036532
Epoch 1820
Loss = 4.7373e-02, PNorm = 155.0017, GNorm = 1.6830, lr_0 = 9.0978e-04
Loss = 1.0796e-04, PNorm = 155.0134, GNorm = 0.0055, lr_0 = 9.0976e-04
Validation prc-auc = 0.035097
Epoch 1821
Validation prc-auc = 0.032571
Epoch 1822
Validation prc-auc = 0.031363
Epoch 1823
Validation prc-auc = 0.030641
Epoch 1824
Validation prc-auc = 0.029685
Epoch 1825
Loss = 2.7481e-03, PNorm = 155.1522, GNorm = 0.0544, lr_0 = 9.0955e-04
Validation prc-auc = 0.028999
Epoch 1826
Validation prc-auc = 0.028617
Epoch 1827
Validation prc-auc = 0.028218
Epoch 1828
Validation prc-auc = 0.028904
Epoch 1829
Validation prc-auc = 0.029282
Epoch 1830
Loss = 1.2959e-03, PNorm = 155.2962, GNorm = 0.0401, lr_0 = 9.0931e-04
Validation prc-auc = 0.029196
Epoch 1831
Validation prc-auc = 0.028960
Epoch 1832
Validation prc-auc = 0.028636
Epoch 1833
Validation prc-auc = 0.028496
Epoch 1834
Loss = 5.7331e-04, PNorm = 155.4205, GNorm = 0.0111, lr_0 = 9.0910e-04
Loss = 1.4828e-04, PNorm = 155.4265, GNorm = 0.0066, lr_0 = 9.0909e-04
Validation prc-auc = 0.028613
Epoch 1835
Validation prc-auc = 0.028744
Epoch 1836
Validation prc-auc = 0.028594
Epoch 1837
Validation prc-auc = 0.028507
Epoch 1838
Validation prc-auc = 0.028561
Epoch 1839
Loss = 1.0579e-03, PNorm = 155.4895, GNorm = 0.0063, lr_0 = 9.0886e-04
Loss = 5.9605e-08, PNorm = 155.4932, GNorm = 0.0000, lr_0 = 9.0884e-04
Validation prc-auc = 0.028532
Epoch 1840
Validation prc-auc = 0.028373
Epoch 1841
Validation prc-auc = 0.028349
Epoch 1842
Validation prc-auc = 0.028363
Epoch 1843
Validation prc-auc = 0.028429
Epoch 1844
Loss = 3.4391e-05, PNorm = 155.5253, GNorm = 0.0021, lr_0 = 9.0863e-04
Validation prc-auc = 0.028570
Epoch 1845
Validation prc-auc = 0.028513
Epoch 1846
Validation prc-auc = 0.029168
Epoch 1847
Validation prc-auc = 0.028649
Epoch 1848
Validation prc-auc = 0.028237
Epoch 1849
Loss = 2.4252e-02, PNorm = 155.5834, GNorm = 2.3145, lr_0 = 9.0839e-04
Validation prc-auc = 0.027555
Epoch 1850
Validation prc-auc = 0.027230
Epoch 1851
Validation prc-auc = 0.026910
Epoch 1852
Validation prc-auc = 0.026385
Epoch 1853
Loss = 1.5071e-04, PNorm = 155.6851, GNorm = 0.0013, lr_0 = 9.0818e-04
Loss = 3.9736e-07, PNorm = 155.6909, GNorm = 0.0001, lr_0 = 9.0817e-04
Validation prc-auc = 0.026113
Epoch 1854
Validation prc-auc = 0.026411
Epoch 1855
Validation prc-auc = 0.027256
Epoch 1856
Validation prc-auc = 0.027377
Epoch 1857
Validation prc-auc = 0.027672
Epoch 1858
Loss = 2.2170e-02, PNorm = 155.7521, GNorm = 1.3260, lr_0 = 9.0794e-04
Validation prc-auc = 0.027238
Epoch 1859
Validation prc-auc = 0.026945
Epoch 1860
Validation prc-auc = 0.026631
Epoch 1861
Validation prc-auc = 0.026622
Epoch 1862
Validation prc-auc = 0.026488
Epoch 1863
Loss = 1.4981e-03, PNorm = 155.8436, GNorm = 0.0460, lr_0 = 9.0772e-04
Validation prc-auc = 0.026666
Epoch 1864
Validation prc-auc = 0.026228
Epoch 1865
Validation prc-auc = 0.025802
Epoch 1866
Validation prc-auc = 0.025934
Epoch 1867
Loss = 4.0430e-02, PNorm = 155.9089, GNorm = 0.1355, lr_0 = 9.0751e-04
Loss = 2.5829e-07, PNorm = 155.9128, GNorm = 0.0000, lr_0 = 9.0749e-04
Validation prc-auc = 0.026152
Epoch 1868
Validation prc-auc = 0.026409
Epoch 1869
Validation prc-auc = 0.026432
Epoch 1870
Validation prc-auc = 0.026082
Epoch 1871
Validation prc-auc = 0.026149
Epoch 1872
Loss = 1.7249e-04, PNorm = 155.9686, GNorm = 0.0009, lr_0 = 9.0727e-04
Loss = 6.0886e-04, PNorm = 155.9719, GNorm = 0.0220, lr_0 = 9.0725e-04
Validation prc-auc = 0.026244
Epoch 1873
Validation prc-auc = 0.026324
Epoch 1874
Validation prc-auc = 0.026180
Epoch 1875
Validation prc-auc = 0.026219
Epoch 1876
Validation prc-auc = 0.026423
Epoch 1877
Loss = 1.4150e-04, PNorm = 155.9996, GNorm = 0.0049, lr_0 = 9.0704e-04
Validation prc-auc = 0.026639
Epoch 1878
Validation prc-auc = 0.026981
Epoch 1879
Validation prc-auc = 0.027014
Epoch 1880
Validation prc-auc = 0.026936
Epoch 1881
Validation prc-auc = 0.027055
Epoch 1882
Loss = 6.9038e-04, PNorm = 156.0390, GNorm = 0.0275, lr_0 = 9.0680e-04
Validation prc-auc = 0.027086
Epoch 1883
Validation prc-auc = 0.026966
Epoch 1884
Validation prc-auc = 0.026784
Epoch 1885
Validation prc-auc = 0.026685
Epoch 1886
Loss = 2.6659e-04, PNorm = 156.0725, GNorm = 0.0028, lr_0 = 9.0659e-04
Loss = 3.7881e-04, PNorm = 156.0748, GNorm = 0.0189, lr_0 = 9.0657e-04
Validation prc-auc = 0.026545
Epoch 1887
Validation prc-auc = 0.026386
Epoch 1888
Validation prc-auc = 0.026294
Epoch 1889
Validation prc-auc = 0.026202
Epoch 1890
Validation prc-auc = 0.026037
Epoch 1891
Loss = 3.5848e-04, PNorm = 156.0951, GNorm = 0.0003, lr_0 = 9.0635e-04
Validation prc-auc = 0.025916
Epoch 1892
Validation prc-auc = 0.025869
Epoch 1893
Validation prc-auc = 0.025871
Epoch 1894
Validation prc-auc = 0.026288
Epoch 1895
Validation prc-auc = 0.026413
Epoch 1896
Loss = 1.0033e-02, PNorm = 156.1037, GNorm = 0.6936, lr_0 = 9.0612e-04
Validation prc-auc = 0.026416
Epoch 1897
Validation prc-auc = 0.026395
Epoch 1898
Validation prc-auc = 0.026315
Epoch 1899
Validation prc-auc = 0.026148
Epoch 1900
Loss = 1.9306e-04, PNorm = 156.1233, GNorm = 0.0061, lr_0 = 9.0592e-04
Loss = 1.4790e-03, PNorm = 156.1247, GNorm = 0.0962, lr_0 = 9.0590e-04
Validation prc-auc = 0.026070
Epoch 1901
Validation prc-auc = 0.026137
Epoch 1902
Validation prc-auc = 0.026178
Epoch 1903
Validation prc-auc = 0.026104
Epoch 1904
Validation prc-auc = 0.026066
Epoch 1905
Loss = 2.2750e-03, PNorm = 156.1405, GNorm = 0.0019, lr_0 = 9.0567e-04
Loss = 8.7420e-07, PNorm = 156.1415, GNorm = 0.0001, lr_0 = 9.0566e-04
Validation prc-auc = 0.026111
Epoch 1906
Validation prc-auc = 0.025942
Epoch 1907
Validation prc-auc = 0.026029
Epoch 1908
Validation prc-auc = 0.026044
Epoch 1909
Validation prc-auc = 0.026243
Epoch 1910
Loss = 3.1310e-03, PNorm = 156.1652, GNorm = 0.2037, lr_0 = 9.0545e-04
Validation prc-auc = 0.026006
Epoch 1911
Validation prc-auc = 0.026774
Epoch 1912
Validation prc-auc = 0.028635
Epoch 1913
Validation prc-auc = 0.030964
Epoch 1914
Validation prc-auc = 0.031370
Epoch 1915
Loss = 2.0783e-02, PNorm = 156.3811, GNorm = 0.9562, lr_0 = 9.0521e-04
Validation prc-auc = 0.030313
Epoch 1916
Validation prc-auc = 0.029132
Epoch 1917
Validation prc-auc = 0.027967
Epoch 1918
Validation prc-auc = 0.027608
Epoch 1919
Loss = 3.4871e-02, PNorm = 156.6686, GNorm = 2.1250, lr_0 = 9.0500e-04
Loss = 3.1193e-06, PNorm = 156.6853, GNorm = 0.0003, lr_0 = 9.0498e-04
Validation prc-auc = 0.028409
Epoch 1920
Validation prc-auc = 0.028679
Epoch 1921
Validation prc-auc = 0.029713
Epoch 1922
Validation prc-auc = 0.030102
Epoch 1923
Validation prc-auc = 0.029680
Epoch 1924
Loss = 1.4808e-03, PNorm = 156.8589, GNorm = 0.0954, lr_0 = 9.0476e-04
Validation prc-auc = 0.029238
Epoch 1925
Validation prc-auc = 0.028876
Epoch 1926
Validation prc-auc = 0.028832
Epoch 1927
Validation prc-auc = 0.028634
Epoch 1928
Validation prc-auc = 0.028338
Epoch 1929
Loss = 4.5073e-03, PNorm = 156.9513, GNorm = 0.1320, lr_0 = 9.0454e-04
Validation prc-auc = 0.028479
Epoch 1930
Validation prc-auc = 0.028343
Epoch 1931
Validation prc-auc = 0.027106
Epoch 1932
Validation prc-auc = 0.025811
Epoch 1933
Loss = 3.0813e-02, PNorm = 157.0533, GNorm = 0.0006, lr_0 = 9.0431e-04
Validation prc-auc = 0.024880
Epoch 1934
Validation prc-auc = 0.024829
Epoch 1935
Validation prc-auc = 0.024211
Epoch 1936
Validation prc-auc = 0.023413
Epoch 1937
Validation prc-auc = 0.023183
Epoch 1938
Loss = 1.2100e-01, PNorm = 157.1513, GNorm = 4.1095, lr_0 = 9.0409e-04
Loss = 1.0189e-04, PNorm = 157.1597, GNorm = 0.0090, lr_0 = 9.0407e-04
Validation prc-auc = 0.023530
Epoch 1939
Validation prc-auc = 0.025355
Epoch 1940
Validation prc-auc = 0.026988
Epoch 1941
Validation prc-auc = 0.028579
Epoch 1942
Validation prc-auc = 0.028639
Epoch 1943
Loss = 8.6018e-03, PNorm = 157.3292, GNorm = 0.2319, lr_0 = 9.0386e-04
Validation prc-auc = 0.027984
Epoch 1944
Validation prc-auc = 0.027657
Epoch 1945
Validation prc-auc = 0.027811
Epoch 1946
Validation prc-auc = 0.028011
Epoch 1947
Validation prc-auc = 0.027316
Epoch 1948
Loss = 3.9763e-03, PNorm = 157.4960, GNorm = 0.0734, lr_0 = 9.0362e-04
Validation prc-auc = 0.026681
Epoch 1949
Validation prc-auc = 0.026435
Epoch 1950
Validation prc-auc = 0.026494
Epoch 1951
Validation prc-auc = 0.026549
Epoch 1952
Loss = 4.0396e-03, PNorm = 157.6069, GNorm = 0.0907, lr_0 = 9.0341e-04
Loss = 1.1921e-07, PNorm = 157.6144, GNorm = 0.0000, lr_0 = 9.0340e-04
Validation prc-auc = 0.026478
Epoch 1953
Validation prc-auc = 0.026473
Epoch 1954
Validation prc-auc = 0.026359
Epoch 1955
Validation prc-auc = 0.026340
Epoch 1956
Validation prc-auc = 0.026383
Epoch 1957
Loss = 1.7898e-02, PNorm = 157.6894, GNorm = 0.0432, lr_0 = 9.0317e-04
Loss = 3.2605e-04, PNorm = 157.6942, GNorm = 0.0192, lr_0 = 9.0316e-04
Validation prc-auc = 0.026467
Epoch 1958
Validation prc-auc = 0.026644
Epoch 1959
Validation prc-auc = 0.026934
Epoch 1960
Validation prc-auc = 0.027177
Epoch 1961
Validation prc-auc = 0.027161
Epoch 1962
Loss = 5.6044e-02, PNorm = 157.7559, GNorm = 4.6541, lr_0 = 9.0295e-04
Validation prc-auc = 0.026515
Epoch 1963
Validation prc-auc = 0.025980
Epoch 1964
Validation prc-auc = 0.025400
Epoch 1965
Validation prc-auc = 0.024809
Epoch 1966
Loss = 2.9383e-03, PNorm = 157.8206, GNorm = 0.0020, lr_0 = 9.0273e-04
Validation prc-auc = 0.024450
Epoch 1967
Validation prc-auc = 0.024257
Epoch 1968
Validation prc-auc = 0.024250
Epoch 1969
Validation prc-auc = 0.024345
Epoch 1970
Validation prc-auc = 0.024458
Epoch 1971
Loss = 8.4315e-04, PNorm = 157.8914, GNorm = 0.0076, lr_0 = 9.0250e-04
Loss = 2.6960e-05, PNorm = 157.8953, GNorm = 0.0018, lr_0 = 9.0249e-04
Validation prc-auc = 0.024501
Epoch 1972
Validation prc-auc = 0.024490
Epoch 1973
Validation prc-auc = 0.024747
Epoch 1974
Validation prc-auc = 0.024874
Epoch 1975
Validation prc-auc = 0.024944
Epoch 1976
Loss = 2.3627e-02, PNorm = 157.9401, GNorm = 1.5655, lr_0 = 9.0228e-04
Validation prc-auc = 0.024962
Epoch 1977
Validation prc-auc = 0.024729
Epoch 1978
Validation prc-auc = 0.023305
Epoch 1979
Validation prc-auc = 0.023175
Epoch 1980
Validation prc-auc = 0.023494
Epoch 1981
Loss = 1.8583e-03, PNorm = 158.0891, GNorm = 0.0667, lr_0 = 9.0204e-04
Validation prc-auc = 0.022118
Epoch 1982
Validation prc-auc = 0.021769
Epoch 1983
Validation prc-auc = 0.021664
Epoch 1984
Validation prc-auc = 0.021752
Epoch 1985
Loss = 4.9202e-02, PNorm = 158.2898, GNorm = 1.2678, lr_0 = 9.0183e-04
Loss = 7.4201e-02, PNorm = 158.3006, GNorm = 5.7524, lr_0 = 9.0181e-04
Validation prc-auc = 0.021703
Epoch 1986
Validation prc-auc = 0.022432
Epoch 1987
Validation prc-auc = 0.022753
Epoch 1988
Validation prc-auc = 0.022511
Epoch 1989
Validation prc-auc = 0.022057
Epoch 1990
Loss = 3.6688e-03, PNorm = 158.5213, GNorm = 0.0206, lr_0 = 9.0159e-04
Loss = 1.6844e-03, PNorm = 158.5364, GNorm = 0.0749, lr_0 = 9.0157e-04
Validation prc-auc = 0.021492
Epoch 1991
Validation prc-auc = 0.021154
Epoch 1992
Validation prc-auc = 0.021075
Epoch 1993
Validation prc-auc = 0.020907
Epoch 1994
Validation prc-auc = 0.020846
Epoch 1995
Loss = 3.3452e-02, PNorm = 158.6778, GNorm = 1.3837, lr_0 = 9.0137e-04
Validation prc-auc = 0.021135
Epoch 1996
Validation prc-auc = 0.021172
Epoch 1997
Validation prc-auc = 0.020985
Epoch 1998
Validation prc-auc = 0.020728
Epoch 1999
Loss = 1.1163e-01, PNorm = 158.8235, GNorm = 0.1697, lr_0 = 9.0114e-04
Validation prc-auc = 0.020690
Model 0 best validation prc-auc = 0.040261 on epoch 476
Loading pretrained parameter "encoder.encoder.0.cached_zero_vector".
Loading pretrained parameter "encoder.encoder.0.W_i.weight".
Loading pretrained parameter "encoder.encoder.0.W_h.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.bias".
Loading pretrained parameter "ffn.1.weight".
Loading pretrained parameter "ffn.1.bias".
Loading pretrained parameter "ffn.4.weight".
Loading pretrained parameter "ffn.4.bias".
Loading pretrained parameter "ffn.7.weight".
Loading pretrained parameter "ffn.7.bias".
Moving model to cuda
Model 0 test prc-auc = 0.032938
Ensemble test prc-auc = 0.032938
Fold 2
Splitting data with seed 2
Class sizes
sars_cov_two_active 0: 98.39%, 1: 1.61%
Total size = 3,291 | train size = 3,291 | val size = 1,093 | test size = 1,084
With class_balance, effective train size = 106
Building model 0
MoleculeModel(
  (sigmoid): Sigmoid()
  (encoder): MPN(
    (encoder): ModuleList(
      (0): MPNEncoder(
        (dropout_layer): Dropout(p=0.30000000000000004, inplace=False)
        (act_func): ReLU()
        (W_i): Linear(in_features=147, out_features=2000, bias=False)
        (W_h): Linear(in_features=2000, out_features=2000, bias=False)
        (W_o): Linear(in_features=2133, out_features=2000, bias=True)
      )
    )
  )
  (ffn): Sequential(
    (0): Dropout(p=0.30000000000000004, inplace=False)
    (1): Linear(in_features=2000, out_features=2000, bias=True)
    (2): ReLU()
    (3): Dropout(p=0.30000000000000004, inplace=False)
    (4): Linear(in_features=2000, out_features=2000, bias=True)
    (5): ReLU()
    (6): Dropout(p=0.30000000000000004, inplace=False)
    (7): Linear(in_features=2000, out_features=1, bias=True)
  )
)
Number of parameters = 16,568,001
Moving model to cuda
Epoch 0
Validation prc-auc = 0.024073
Epoch 1
Validation prc-auc = 0.033126
Epoch 2
Validation prc-auc = 0.021257
Epoch 3
Validation prc-auc = 0.019695
Epoch 4
Loss = 6.9452e-01, PNorm = 91.3487, GNorm = 2.2334, lr_0 = 2.0385e-04
Loss = 7.2342e-01, PNorm = 91.3517, GNorm = 7.7382, lr_0 = 2.1077e-04
Validation prc-auc = 0.022941
Epoch 5
Validation prc-auc = 0.035520
Epoch 6
Validation prc-auc = 0.036536
Epoch 7
Validation prc-auc = 0.035877
Epoch 8
Validation prc-auc = 0.034898
Epoch 9
Loss = 7.0284e-01, PNorm = 91.4025, GNorm = 2.1616, lr_0 = 3.0077e-04
Validation prc-auc = 0.033163
Epoch 10
Validation prc-auc = 0.020145
Epoch 11
Validation prc-auc = 0.019115
Epoch 12
Validation prc-auc = 0.018287
Epoch 13
Validation prc-auc = 0.013612
Epoch 14
Loss = 7.2724e-01, PNorm = 91.4841, GNorm = 2.2269, lr_0 = 4.0462e-04
Validation prc-auc = 0.017010
Epoch 15
Validation prc-auc = 0.014039
Epoch 16
Validation prc-auc = 0.017990
Epoch 17
Validation prc-auc = 0.018166
Epoch 18
Loss = 6.9036e-01, PNorm = 91.5675, GNorm = 1.2119, lr_0 = 4.9462e-04
Loss = 6.7078e-01, PNorm = 91.5746, GNorm = 1.9781, lr_0 = 5.0154e-04
Validation prc-auc = 0.017680
Epoch 19
Validation prc-auc = 0.017792
Epoch 20
Validation prc-auc = 0.017071
Epoch 21
Validation prc-auc = 0.017585
Epoch 22
Validation prc-auc = 0.017589
Epoch 23
Loss = 6.9455e-01, PNorm = 91.6806, GNorm = 0.8689, lr_0 = 5.9846e-04
Loss = 6.2446e-01, PNorm = 91.6891, GNorm = 2.0771, lr_0 = 6.0538e-04
Validation prc-auc = 0.018562
Epoch 24
Validation prc-auc = 0.016487
Epoch 25
Validation prc-auc = 0.015245
Epoch 26
Validation prc-auc = 0.017795
Epoch 27
Validation prc-auc = 0.017622
Epoch 28
Loss = 6.7500e-01, PNorm = 91.8086, GNorm = 0.8109, lr_0 = 6.9538e-04
Validation prc-auc = 0.017395
Epoch 29
Validation prc-auc = 0.017455
Epoch 30
Validation prc-auc = 0.029105
Epoch 31
Validation prc-auc = 0.022067
Epoch 32
Validation prc-auc = 0.020408
Epoch 33
Loss = 7.0164e-01, PNorm = 91.9779, GNorm = 0.6414, lr_0 = 7.9923e-04
Validation prc-auc = 0.019590
Epoch 34
Validation prc-auc = 0.023005
Epoch 35
Validation prc-auc = 0.024384
Epoch 36
Validation prc-auc = 0.022264
Epoch 37
Loss = 6.5942e-01, PNorm = 92.1400, GNorm = 0.4436, lr_0 = 8.8923e-04
Loss = 5.9346e-01, PNorm = 92.1537, GNorm = 1.1453, lr_0 = 8.9615e-04
Validation prc-auc = 0.019140
Epoch 38
Validation prc-auc = 0.016323
Epoch 39
Validation prc-auc = 0.019801
Epoch 40
Validation prc-auc = 0.023452
Epoch 41
Validation prc-auc = 0.024364
Epoch 42
Loss = 6.1540e-01, PNorm = 92.3364, GNorm = 0.8701, lr_0 = 9.8615e-04
Validation prc-auc = 0.024090
Epoch 43
Validation prc-auc = 0.022205
Epoch 44
Validation prc-auc = 0.020557
Epoch 45
Validation prc-auc = 0.019444
Epoch 46
Validation prc-auc = 0.017896
Epoch 47
Loss = 6.0913e-01, PNorm = 92.5406, GNorm = 0.7255, lr_0 = 9.9977e-04
Validation prc-auc = 0.019689
Epoch 48
Validation prc-auc = 0.021314
Epoch 49
Validation prc-auc = 0.022181
Epoch 50
Validation prc-auc = 0.021910
Epoch 51
Loss = 6.3295e-01, PNorm = 92.7398, GNorm = 0.6310, lr_0 = 9.9954e-04
Loss = 3.7606e-01, PNorm = 92.7567, GNorm = 1.3599, lr_0 = 9.9952e-04
Validation prc-auc = 0.022243
Epoch 52
Validation prc-auc = 0.020315
Epoch 53
Validation prc-auc = 0.052594
Epoch 54
Validation prc-auc = 0.020970
Epoch 55
Validation prc-auc = 0.020124
Epoch 56
Loss = 5.5613e-01, PNorm = 92.9823, GNorm = 0.5759, lr_0 = 9.9927e-04
Loss = 4.8705e-01, PNorm = 93.0012, GNorm = 0.9898, lr_0 = 9.9926e-04
Validation prc-auc = 0.020715
Epoch 57
Validation prc-auc = 0.020785
Epoch 58
Validation prc-auc = 0.021924
Epoch 59
Validation prc-auc = 0.022672
Epoch 60
Validation prc-auc = 0.021131
Epoch 61
Loss = 5.7834e-01, PNorm = 93.2131, GNorm = 1.0887, lr_0 = 9.9903e-04
Validation prc-auc = 0.020654
Epoch 62
Validation prc-auc = 0.023499
Epoch 63
Validation prc-auc = 0.020425
Epoch 64
Validation prc-auc = 0.019703
Epoch 65
Validation prc-auc = 0.022605
Epoch 66
Loss = 6.0244e-01, PNorm = 93.4613, GNorm = 1.5966, lr_0 = 9.9876e-04
Validation prc-auc = 0.017949
Epoch 67
Validation prc-auc = 0.015016
Epoch 68
Validation prc-auc = 0.016765
Epoch 69
Validation prc-auc = 0.021095
Epoch 70
Loss = 6.6952e-01, PNorm = 93.6400, GNorm = 0.2990, lr_0 = 9.9853e-04
Loss = 6.5262e-01, PNorm = 93.6555, GNorm = 0.8067, lr_0 = 9.9851e-04
Validation prc-auc = 0.019425
Epoch 71
Validation prc-auc = 0.018319
Epoch 72
Validation prc-auc = 0.018465
Epoch 73
Validation prc-auc = 0.019407
Epoch 74
Validation prc-auc = 0.019466
Epoch 75
Loss = 5.7937e-01, PNorm = 93.8631, GNorm = 0.3424, lr_0 = 9.9828e-04
Validation prc-auc = 0.019847
Epoch 76
Validation prc-auc = 0.020616
Epoch 77
Validation prc-auc = 0.022203
Epoch 78
Validation prc-auc = 0.022413
Epoch 79
Validation prc-auc = 0.021342
Epoch 80
Loss = 5.7861e-01, PNorm = 94.1620, GNorm = 1.2150, lr_0 = 9.9802e-04
Validation prc-auc = 0.020320
Epoch 81
Validation prc-auc = 0.022095
Epoch 82
Validation prc-auc = 0.020249
Epoch 83
Validation prc-auc = 0.018725
Epoch 84
Loss = 6.1791e-01, PNorm = 94.4838, GNorm = 0.5267, lr_0 = 9.9779e-04
Loss = 5.1702e-01, PNorm = 94.5077, GNorm = 1.3627, lr_0 = 9.9777e-04
Validation prc-auc = 0.018261
Epoch 85
Validation prc-auc = 0.018564
Epoch 86
Validation prc-auc = 0.019322
Epoch 87
Validation prc-auc = 0.020549
Epoch 88
Validation prc-auc = 0.019855
Epoch 89
Loss = 6.0514e-01, PNorm = 94.8092, GNorm = 2.3362, lr_0 = 9.9752e-04
Loss = 7.2800e-01, PNorm = 94.8320, GNorm = 2.4300, lr_0 = 9.9750e-04
Validation prc-auc = 0.019389
Epoch 90
Validation prc-auc = 0.019564
Epoch 91
Validation prc-auc = 0.018670
Epoch 92
Validation prc-auc = 0.018273
Epoch 93
Validation prc-auc = 0.019130
Epoch 94
Loss = 5.8215e-01, PNorm = 95.1706, GNorm = 0.6681, lr_0 = 9.9727e-04
Validation prc-auc = 0.019880
Epoch 95
Validation prc-auc = 0.020667
Epoch 96
Validation prc-auc = 0.022106
Epoch 97
Validation prc-auc = 0.021922
Epoch 98
Validation prc-auc = 0.019993
Epoch 99
Loss = 3.3405e-01, PNorm = 95.5283, GNorm = 1.5304, lr_0 = 9.9701e-04
Validation prc-auc = 0.019249
Epoch 100
Validation prc-auc = 0.018936
Epoch 101
Validation prc-auc = 0.018060
Epoch 102
Validation prc-auc = 0.017742
Epoch 103
Loss = 4.1713e-01, PNorm = 95.8444, GNorm = 0.7409, lr_0 = 9.9678e-04
Loss = 3.3674e-01, PNorm = 95.8736, GNorm = 3.4557, lr_0 = 9.9676e-04
Validation prc-auc = 0.017704
Epoch 104
Validation prc-auc = 0.017822
Epoch 105
Validation prc-auc = 0.022081
Epoch 106
Validation prc-auc = 0.022645
Epoch 107
Validation prc-auc = 0.034774
Epoch 108
Loss = 4.3410e-01, PNorm = 96.3594, GNorm = 1.0628, lr_0 = 9.9651e-04
Validation prc-auc = 0.039725
Epoch 109
Validation prc-auc = 0.039102
Epoch 110
Validation prc-auc = 0.039875
Epoch 111
Validation prc-auc = 0.034583
Epoch 112
Validation prc-auc = 0.031231
Epoch 113
Loss = 3.3304e-01, PNorm = 96.8455, GNorm = 0.8365, lr_0 = 9.9627e-04
Validation prc-auc = 0.028243
Epoch 114
Validation prc-auc = 0.043395
Epoch 115
Validation prc-auc = 0.037530
Epoch 116
Validation prc-auc = 0.031047
Epoch 117
Loss = 4.5252e-01, PNorm = 97.3435, GNorm = 0.8109, lr_0 = 9.9604e-04
Loss = 8.2588e-01, PNorm = 97.3733, GNorm = 3.3918, lr_0 = 9.9602e-04
Validation prc-auc = 0.030968
Epoch 118
Validation prc-auc = 0.031197
Epoch 119
Validation prc-auc = 0.034074
Epoch 120
Validation prc-auc = 0.024537
Epoch 121
Validation prc-auc = 0.027347
Epoch 122
Loss = 2.6185e-01, PNorm = 97.7880, GNorm = 1.2939, lr_0 = 9.9577e-04
Loss = 5.9949e-02, PNorm = 97.8155, GNorm = 0.8873, lr_0 = 9.9575e-04
Validation prc-auc = 0.028931
Epoch 123
Validation prc-auc = 0.025073
Epoch 124
Validation prc-auc = 0.024603
Epoch 125
Validation prc-auc = 0.024423
Epoch 126
Validation prc-auc = 0.024284
Epoch 127
Loss = 4.1795e-01, PNorm = 98.1734, GNorm = 1.4139, lr_0 = 9.9552e-04
Validation prc-auc = 0.030384
Epoch 128
Validation prc-auc = 0.027610
Epoch 129
Validation prc-auc = 0.027720
Epoch 130
Validation prc-auc = 0.026659
Epoch 131
Validation prc-auc = 0.024491
Epoch 132
Loss = 3.8142e-01, PNorm = 98.6269, GNorm = 3.2621, lr_0 = 9.9526e-04
Validation prc-auc = 0.023728
Epoch 133
Validation prc-auc = 0.020895
Epoch 134
Validation prc-auc = 0.021358
Epoch 135
Validation prc-auc = 0.021776
Epoch 136
Loss = 4.6862e-01, PNorm = 99.0230, GNorm = 2.7313, lr_0 = 9.9503e-04
Loss = 2.5283e-01, PNorm = 99.0513, GNorm = 4.3795, lr_0 = 9.9501e-04
Validation prc-auc = 0.022695
Epoch 137
Validation prc-auc = 0.029954
Epoch 138
Validation prc-auc = 0.036579
Epoch 139
Validation prc-auc = 0.042791
Epoch 140
Validation prc-auc = 0.036883
Epoch 141
Loss = 3.4225e-01, PNorm = 99.4736, GNorm = 6.5241, lr_0 = 9.9477e-04
Validation prc-auc = 0.044094
Epoch 142
Validation prc-auc = 0.046253
Epoch 143
Validation prc-auc = 0.039865
Epoch 144
Validation prc-auc = 0.037821
Epoch 145
Validation prc-auc = 0.033853
Epoch 146
Loss = 2.3354e-01, PNorm = 99.8531, GNorm = 1.7069, lr_0 = 9.9452e-04
Validation prc-auc = 0.032199
Epoch 147
Validation prc-auc = 0.028996
Epoch 148
Validation prc-auc = 0.022939
Epoch 149
Validation prc-auc = 0.027627
Epoch 150
Loss = 2.1906e-01, PNorm = 100.2518, GNorm = 1.5713, lr_0 = 9.9429e-04
Loss = 7.1402e-01, PNorm = 100.2816, GNorm = 17.4873, lr_0 = 9.9427e-04
Validation prc-auc = 0.031514
Epoch 151
Validation prc-auc = 0.030071
Epoch 152
Validation prc-auc = 0.032281
Epoch 153
Validation prc-auc = 0.033434
Epoch 154
Validation prc-auc = 0.039923
Epoch 155
Loss = 3.1235e-01, PNorm = 100.7778, GNorm = 1.4503, lr_0 = 9.9403e-04
Loss = 3.4273e-01, PNorm = 100.8099, GNorm = 1.6156, lr_0 = 9.9401e-04
Validation prc-auc = 0.043329
Epoch 156
Validation prc-auc = 0.033449
Epoch 157
Validation prc-auc = 0.031049
Epoch 158
Validation prc-auc = 0.034837
Epoch 159
Validation prc-auc = 0.031949
Epoch 160
Loss = 1.5321e-01, PNorm = 101.1802, GNorm = 0.8398, lr_0 = 9.9378e-04
Validation prc-auc = 0.030669
Epoch 161
Validation prc-auc = 0.029643
Epoch 162
Validation prc-auc = 0.028709
Epoch 163
Validation prc-auc = 0.033755
Epoch 164
Validation prc-auc = 0.036144
Epoch 165
Loss = 3.6513e-01, PNorm = 101.4909, GNorm = 2.5484, lr_0 = 9.9351e-04
Validation prc-auc = 0.032595
Epoch 166
Validation prc-auc = 0.034627
Epoch 167
Validation prc-auc = 0.034824
Epoch 168
Validation prc-auc = 0.027117
Epoch 169
Loss = 2.0510e-01, PNorm = 101.7501, GNorm = 2.4254, lr_0 = 9.9329e-04
Loss = 1.6282e-01, PNorm = 101.7710, GNorm = 3.6880, lr_0 = 9.9327e-04
Validation prc-auc = 0.026074
Epoch 170
Validation prc-auc = 0.028630
Epoch 171
Validation prc-auc = 0.029010
Epoch 172
Validation prc-auc = 0.030645
Epoch 173
Validation prc-auc = 0.025294
Epoch 174
Loss = 1.0175e-01, PNorm = 102.0568, GNorm = 3.2352, lr_0 = 9.9302e-04
Validation prc-auc = 0.022493
Epoch 175
Validation prc-auc = 0.021787
Epoch 176
Validation prc-auc = 0.021690
Epoch 177
Validation prc-auc = 0.025276
Epoch 178
Validation prc-auc = 0.030875
Epoch 179
Loss = 1.8145e-01, PNorm = 102.3219, GNorm = 0.9533, lr_0 = 9.9277e-04
Validation prc-auc = 0.030246
Epoch 180
Validation prc-auc = 0.025162
Epoch 181
Validation prc-auc = 0.017871
Epoch 182
Validation prc-auc = 0.022320
Epoch 183
Loss = 2.6387e-01, PNorm = 102.7952, GNorm = 2.0361, lr_0 = 9.9253e-04
Validation prc-auc = 0.026431
Epoch 184
Validation prc-auc = 0.027741
Epoch 185
Validation prc-auc = 0.029303
Epoch 186
Validation prc-auc = 0.031028
Epoch 187
Validation prc-auc = 0.023779
Epoch 188
Loss = 2.9890e-01, PNorm = 103.2303, GNorm = 1.2004, lr_0 = 9.9228e-04
Loss = 3.9374e-01, PNorm = 103.2600, GNorm = 2.7489, lr_0 = 9.9226e-04
Validation prc-auc = 0.023139
Epoch 189
Validation prc-auc = 0.021710
Epoch 190
Validation prc-auc = 0.020738
Epoch 191
Validation prc-auc = 0.023623
Epoch 192
Validation prc-auc = 0.024413
Epoch 193
Loss = 2.4216e-01, PNorm = 103.6272, GNorm = 2.3101, lr_0 = 9.9204e-04
Validation prc-auc = 0.028257
Epoch 194
Validation prc-auc = 0.026935
Epoch 195
Validation prc-auc = 0.029736
Epoch 196
Validation prc-auc = 0.030463
Epoch 197
Validation prc-auc = 0.031393
Epoch 198
Loss = 8.5276e-02, PNorm = 103.9621, GNorm = 0.6762, lr_0 = 9.9177e-04
Validation prc-auc = 0.029857
Epoch 199
Validation prc-auc = 0.026184
Epoch 200
Validation prc-auc = 0.023848
Epoch 201
Validation prc-auc = 0.026447
Epoch 202
Loss = 1.2478e-01, PNorm = 104.1922, GNorm = 2.0669, lr_0 = 9.9154e-04
Loss = 3.4415e-01, PNorm = 104.2054, GNorm = 6.0193, lr_0 = 9.9153e-04
Validation prc-auc = 0.023794
Epoch 203
Validation prc-auc = 0.023755
Epoch 204
Validation prc-auc = 0.020565
Epoch 205
Validation prc-auc = 0.021027
Epoch 206
Validation prc-auc = 0.022494
Epoch 207
Loss = 3.1538e-01, PNorm = 104.4919, GNorm = 1.5093, lr_0 = 9.9128e-04
Loss = 1.0408e-01, PNorm = 104.5176, GNorm = 0.7365, lr_0 = 9.9126e-04
Validation prc-auc = 0.023442
Epoch 208
Validation prc-auc = 0.027388
Epoch 209
Validation prc-auc = 0.030036
Epoch 210
Validation prc-auc = 0.029450
Epoch 211
Validation prc-auc = 0.030026
Epoch 212
Loss = 1.2242e-01, PNorm = 104.8104, GNorm = 0.7441, lr_0 = 9.9103e-04
Validation prc-auc = 0.030845
Epoch 213
Validation prc-auc = 0.031615
Epoch 214
Validation prc-auc = 0.032285
Epoch 215
Validation prc-auc = 0.035236
Epoch 216
Loss = 1.2948e-01, PNorm = 105.0726, GNorm = 1.7645, lr_0 = 9.9079e-04
Validation prc-auc = 0.036613
Epoch 217
Validation prc-auc = 0.037312
Epoch 218
Validation prc-auc = 0.036756
Epoch 219
Validation prc-auc = 0.034737
Epoch 220
Validation prc-auc = 0.031378
Epoch 221
Loss = 1.2862e-01, PNorm = 105.2849, GNorm = 4.2864, lr_0 = 9.9054e-04
Loss = 1.1234e-02, PNorm = 105.2986, GNorm = 0.2274, lr_0 = 9.9052e-04
Validation prc-auc = 0.031751
Epoch 222
Validation prc-auc = 0.031111
Epoch 223
Validation prc-auc = 0.033515
Epoch 224
Validation prc-auc = 0.032060
Epoch 225
Validation prc-auc = 0.031812
Epoch 226
Loss = 5.4752e-02, PNorm = 105.4549, GNorm = 0.4458, lr_0 = 9.9030e-04
Validation prc-auc = 0.032083
Epoch 227
Validation prc-auc = 0.029893
Epoch 228
Validation prc-auc = 0.031053
Epoch 229
Validation prc-auc = 0.033264
Epoch 230
Validation prc-auc = 0.028879
Epoch 231
Loss = 1.7940e-01, PNorm = 105.6731, GNorm = 1.2672, lr_0 = 9.9003e-04
Validation prc-auc = 0.022709
Epoch 232
Validation prc-auc = 0.022609
Epoch 233
Validation prc-auc = 0.021615
Epoch 234
Validation prc-auc = 0.020914
Epoch 235
Loss = 2.0045e-01, PNorm = 105.9110, GNorm = 1.1096, lr_0 = 9.8980e-04
Loss = 1.0645e-02, PNorm = 105.9270, GNorm = 0.2540, lr_0 = 9.8979e-04
Validation prc-auc = 0.021210
Epoch 236
Validation prc-auc = 0.021570
Epoch 237
Validation prc-auc = 0.020831
Epoch 238
Validation prc-auc = 0.021020
Epoch 239
Validation prc-auc = 0.020146
Epoch 240
Loss = 2.0602e-01, PNorm = 106.1540, GNorm = 1.7523, lr_0 = 9.8954e-04
Loss = 2.4272e-03, PNorm = 106.1733, GNorm = 0.0637, lr_0 = 9.8952e-04
Validation prc-auc = 0.020184
Epoch 241
Validation prc-auc = 0.020980
Epoch 242
Validation prc-auc = 0.021480
Epoch 243
Validation prc-auc = 0.021861
Epoch 244
Validation prc-auc = 0.022733
Epoch 245
Loss = 3.4674e-02, PNorm = 106.4008, GNorm = 0.3819, lr_0 = 9.8930e-04
Validation prc-auc = 0.023744
Epoch 246
Validation prc-auc = 0.024646
Epoch 247
Validation prc-auc = 0.024902
Epoch 248
Validation prc-auc = 0.025435
Epoch 249
Loss = 1.5198e-01, PNorm = 106.5765, GNorm = 1.2303, lr_0 = 9.8905e-04
Validation prc-auc = 0.025892
Epoch 250
Validation prc-auc = 0.025407
Epoch 251
Validation prc-auc = 0.023315
Epoch 252
Validation prc-auc = 0.021693
Epoch 253
Validation prc-auc = 0.022708
Epoch 254
Loss = 8.0478e-02, PNorm = 106.7467, GNorm = 1.6672, lr_0 = 9.8880e-04
Loss = 1.1241e-02, PNorm = 106.7547, GNorm = 0.2280, lr_0 = 9.8879e-04
Validation prc-auc = 0.024943
Epoch 255
Validation prc-auc = 0.026758
Epoch 256
Validation prc-auc = 0.023339
Epoch 257
Validation prc-auc = 0.023845
Epoch 258
Validation prc-auc = 0.025163
Epoch 259
Loss = 1.1600e-01, PNorm = 106.9102, GNorm = 2.2202, lr_0 = 9.8856e-04
Validation prc-auc = 0.027245
Epoch 260
Validation prc-auc = 0.029226
Epoch 261
Validation prc-auc = 0.027918
Epoch 262
Validation prc-auc = 0.026233
Epoch 263
Validation prc-auc = 0.023857
Epoch 264
Loss = 1.2319e-01, PNorm = 107.1588, GNorm = 0.4447, lr_0 = 9.8830e-04
Validation prc-auc = 0.022709
Epoch 265
Validation prc-auc = 0.022142
Epoch 266
Validation prc-auc = 0.023290
Epoch 267
Validation prc-auc = 0.024257
Epoch 268
Loss = 5.7468e-02, PNorm = 107.3174, GNorm = 1.1129, lr_0 = 9.8807e-04
Loss = 3.5997e-01, PNorm = 107.3293, GNorm = 8.9572, lr_0 = 9.8805e-04
Validation prc-auc = 0.023797
Epoch 269
Validation prc-auc = 0.022136
Epoch 270
Validation prc-auc = 0.021401
Epoch 271
Validation prc-auc = 0.021141
Epoch 272
Validation prc-auc = 0.022111
Epoch 273
Loss = 1.8475e-01, PNorm = 107.5193, GNorm = 2.2718, lr_0 = 9.8781e-04
Loss = 3.9781e-01, PNorm = 107.5313, GNorm = 6.9104, lr_0 = 9.8779e-04
Validation prc-auc = 0.023939
Epoch 274
Validation prc-auc = 0.023538
Epoch 275
Validation prc-auc = 0.023142
Epoch 276
Validation prc-auc = 0.023270
Epoch 277
Validation prc-auc = 0.024061
Epoch 278
Loss = 1.4558e-01, PNorm = 107.7437, GNorm = 1.9408, lr_0 = 9.8756e-04
Validation prc-auc = 0.024241
Epoch 279
Validation prc-auc = 0.022779
Epoch 280
Validation prc-auc = 0.022546
Epoch 281
Validation prc-auc = 0.023446
Epoch 282
Validation prc-auc = 0.024026
Epoch 283
Loss = 5.5476e-02, PNorm = 107.9966, GNorm = 1.5139, lr_0 = 9.8730e-04
Validation prc-auc = 0.025223
Epoch 284
Validation prc-auc = 0.026096
Epoch 285
Validation prc-auc = 0.027471
Epoch 286
Validation prc-auc = 0.028406
Epoch 287
Loss = 2.6290e-01, PNorm = 108.1816, GNorm = 2.9213, lr_0 = 9.8707e-04
Loss = 1.7197e-02, PNorm = 108.1978, GNorm = 0.6607, lr_0 = 9.8705e-04
Validation prc-auc = 0.029098
Epoch 288
Validation prc-auc = 0.026028
Epoch 289
Validation prc-auc = 0.024874
Epoch 290
Validation prc-auc = 0.025637
Epoch 291
Validation prc-auc = 0.025373
Epoch 292
Loss = 4.5388e-02, PNorm = 108.3739, GNorm = 0.5274, lr_0 = 9.8683e-04
Validation prc-auc = 0.025990
Epoch 293
Validation prc-auc = 0.027939
Epoch 294
Validation prc-auc = 0.031222
Epoch 295
Validation prc-auc = 0.031496
Epoch 296
Validation prc-auc = 0.030968
Epoch 297
Loss = 6.0960e-02, PNorm = 108.5922, GNorm = 0.6907, lr_0 = 9.8656e-04
Validation prc-auc = 0.028257
Epoch 298
Validation prc-auc = 0.027662
Epoch 299
Validation prc-auc = 0.026855
Epoch 300
Validation prc-auc = 0.024609
Epoch 301
Loss = 2.8568e-01, PNorm = 108.8001, GNorm = 5.4035, lr_0 = 9.8634e-04
Loss = 6.3079e-02, PNorm = 108.8220, GNorm = 3.6605, lr_0 = 9.8632e-04
Validation prc-auc = 0.022134
Epoch 302
Validation prc-auc = 0.021244
Epoch 303
Validation prc-auc = 0.023208
Epoch 304
Validation prc-auc = 0.026998
Epoch 305
Validation prc-auc = 0.030356
Epoch 306
Loss = 7.9388e-02, PNorm = 109.1493, GNorm = 1.8526, lr_0 = 9.8607e-04
Loss = 6.7468e-02, PNorm = 109.1719, GNorm = 1.0388, lr_0 = 9.8606e-04
Validation prc-auc = 0.030496
Epoch 307
Validation prc-auc = 0.029022
Epoch 308
Validation prc-auc = 0.028533
Epoch 309
Validation prc-auc = 0.029513
Epoch 310
Validation prc-auc = 0.030332
Epoch 311
Loss = 4.7482e-02, PNorm = 109.4044, GNorm = 0.9502, lr_0 = 9.8583e-04
Validation prc-auc = 0.030005
Epoch 312
Validation prc-auc = 0.029337
Epoch 313
Validation prc-auc = 0.029611
Epoch 314
Validation prc-auc = 0.030848
Epoch 315
Validation prc-auc = 0.031289
Epoch 316
Loss = 2.2407e-01, PNorm = 109.7662, GNorm = 1.7880, lr_0 = 9.8557e-04
Validation prc-auc = 0.024833
Epoch 317
Validation prc-auc = 0.023500
Epoch 318
Validation prc-auc = 0.024022
Epoch 319
Validation prc-auc = 0.024684
Epoch 320
Loss = 1.8870e-01, PNorm = 110.2963, GNorm = 1.7514, lr_0 = 9.8534e-04
Loss = 5.9237e-02, PNorm = 110.3311, GNorm = 0.8821, lr_0 = 9.8532e-04
Validation prc-auc = 0.024769
Epoch 321
Validation prc-auc = 0.026540
Epoch 322
Validation prc-auc = 0.030159
Epoch 323
Validation prc-auc = 0.033155
Epoch 324
Validation prc-auc = 0.032261
Epoch 325
Loss = 1.0259e-01, PNorm = 110.6830, GNorm = 5.7120, lr_0 = 9.8509e-04
Validation prc-auc = 0.029872
Epoch 326
Validation prc-auc = 0.027480
Epoch 327
Validation prc-auc = 0.027549
Epoch 328
Validation prc-auc = 0.026668
Epoch 329
Validation prc-auc = 0.025854
Epoch 330
Loss = 1.2178e-01, PNorm = 111.0389, GNorm = 2.1850, lr_0 = 9.8483e-04
Validation prc-auc = 0.026154
Epoch 331
Validation prc-auc = 0.027357
Epoch 332
Validation prc-auc = 0.029754
Epoch 333
Validation prc-auc = 0.029570
Epoch 334
Loss = 4.8423e-02, PNorm = 111.2541, GNorm = 0.1444, lr_0 = 9.8461e-04
Loss = 9.0633e-04, PNorm = 111.2727, GNorm = 0.0297, lr_0 = 9.8459e-04
Validation prc-auc = 0.026681
Epoch 335
Validation prc-auc = 0.025344
Epoch 336
Validation prc-auc = 0.025848
Epoch 337
Validation prc-auc = 0.026511
Epoch 338
Validation prc-auc = 0.027588
Epoch 339
Loss = 5.7812e-02, PNorm = 111.5132, GNorm = 0.7694, lr_0 = 9.8434e-04
Loss = 4.2545e-02, PNorm = 111.5306, GNorm = 2.7681, lr_0 = 9.8433e-04
Validation prc-auc = 0.027512
Epoch 340
Validation prc-auc = 0.026244
Epoch 341
Validation prc-auc = 0.025638
Epoch 342
Validation prc-auc = 0.026146
Epoch 343
Validation prc-auc = 0.026785
Epoch 344
Loss = 1.3753e-01, PNorm = 111.7277, GNorm = 1.3325, lr_0 = 9.8410e-04
Validation prc-auc = 0.025896
Epoch 345
Validation prc-auc = 0.025874
Epoch 346
Validation prc-auc = 0.027098
Epoch 347
Validation prc-auc = 0.028661
Epoch 348
Validation prc-auc = 0.028945
Epoch 349
Loss = 1.8281e-02, PNorm = 111.9610, GNorm = 0.6427, lr_0 = 9.8384e-04
Validation prc-auc = 0.029117
Epoch 350
Validation prc-auc = 0.026629
Epoch 351
Validation prc-auc = 0.024619
Epoch 352
Validation prc-auc = 0.023891
Epoch 353
Loss = 1.8306e-01, PNorm = 112.1700, GNorm = 1.9554, lr_0 = 9.8361e-04
Loss = 1.4345e-02, PNorm = 112.1855, GNorm = 0.3307, lr_0 = 9.8359e-04
Validation prc-auc = 0.022380
Epoch 354
Validation prc-auc = 0.020649
Epoch 355
Validation prc-auc = 0.021291
Epoch 356
Validation prc-auc = 0.021951
Epoch 357
Validation prc-auc = 0.024420
Epoch 358
Loss = 1.9926e-01, PNorm = 112.4329, GNorm = 1.6890, lr_0 = 9.8335e-04
Validation prc-auc = 0.026972
Epoch 359
Validation prc-auc = 0.027381
Epoch 360
Validation prc-auc = 0.027374
Epoch 361
Validation prc-auc = 0.027096
Epoch 362
Validation prc-auc = 0.026755
Epoch 363
Loss = 1.4871e-02, PNorm = 112.6372, GNorm = 0.1862, lr_0 = 9.8311e-04
Validation prc-auc = 0.025722
Epoch 364
Validation prc-auc = 0.025991
Epoch 365
Validation prc-auc = 0.026118
Epoch 366
Validation prc-auc = 0.026094
Epoch 367
Loss = 1.3503e-01, PNorm = 112.7460, GNorm = 1.0627, lr_0 = 9.8288e-04
Loss = 1.6483e-01, PNorm = 112.7534, GNorm = 7.5059, lr_0 = 9.8286e-04
Validation prc-auc = 0.024727
Epoch 368
Validation prc-auc = 0.023936
Epoch 369
Validation prc-auc = 0.024507
Epoch 370
Validation prc-auc = 0.025065
Epoch 371
Validation prc-auc = 0.025933
Epoch 372
Loss = 1.2207e-01, PNorm = 112.9325, GNorm = 3.5588, lr_0 = 9.8262e-04
Loss = 1.2144e-02, PNorm = 112.9465, GNorm = 0.2489, lr_0 = 9.8260e-04
Validation prc-auc = 0.026977
Epoch 373
Validation prc-auc = 0.028035
Epoch 374
Validation prc-auc = 0.029863
Epoch 375
Validation prc-auc = 0.031624
Epoch 376
Validation prc-auc = 0.033723
Epoch 377
Loss = 1.8053e-02, PNorm = 113.1057, GNorm = 0.3646, lr_0 = 9.8237e-04
Validation prc-auc = 0.032489
Epoch 378
Validation prc-auc = 0.031192
Epoch 379
Validation prc-auc = 0.031188
Epoch 380
Validation prc-auc = 0.030990
Epoch 381
Validation prc-auc = 0.030289
Epoch 382
Loss = 3.0385e-02, PNorm = 113.2408, GNorm = 0.9094, lr_0 = 9.8211e-04
Validation prc-auc = 0.026774
Epoch 383
Validation prc-auc = 0.025742
Epoch 384
Validation prc-auc = 0.024978
Epoch 385
Validation prc-auc = 0.025492
Epoch 386
Loss = 9.3903e-02, PNorm = 113.4138, GNorm = 0.9004, lr_0 = 9.8189e-04
Loss = 4.2345e-03, PNorm = 113.4267, GNorm = 0.1124, lr_0 = 9.8187e-04
Validation prc-auc = 0.026472
Epoch 387
Validation prc-auc = 0.026665
Epoch 388
Validation prc-auc = 0.027354
Epoch 389
Validation prc-auc = 0.028520
Epoch 390
Validation prc-auc = 0.028756
Epoch 391
Loss = 1.3208e-02, PNorm = 113.5993, GNorm = 0.7034, lr_0 = 9.8163e-04
Validation prc-auc = 0.029431
Epoch 392
Validation prc-auc = 0.027806
Epoch 393
Validation prc-auc = 0.027192
Epoch 394
Validation prc-auc = 0.027904
Epoch 395
Validation prc-auc = 0.029998
Epoch 396
Loss = 8.7914e-02, PNorm = 113.7387, GNorm = 0.6274, lr_0 = 9.8138e-04
Validation prc-auc = 0.030053
Epoch 397
Validation prc-auc = 0.029785
Epoch 398
Validation prc-auc = 0.029578
Epoch 399
Validation prc-auc = 0.028601
Epoch 400
Loss = 1.0287e-01, PNorm = 113.8492, GNorm = 1.2632, lr_0 = 9.8116e-04
Loss = 5.9166e-03, PNorm = 113.8551, GNorm = 0.1882, lr_0 = 9.8114e-04
Validation prc-auc = 0.027637
Epoch 401
Validation prc-auc = 0.026967
Epoch 402
Validation prc-auc = 0.026745
Epoch 403
Validation prc-auc = 0.026787
Epoch 404
Validation prc-auc = 0.026691
Epoch 405
Loss = 1.3789e-02, PNorm = 113.9219, GNorm = 0.1684, lr_0 = 9.8089e-04
Loss = 1.9602e-03, PNorm = 113.9260, GNorm = 0.0511, lr_0 = 9.8088e-04
Validation prc-auc = 0.026834
Epoch 406
Validation prc-auc = 0.026081
Epoch 407
Validation prc-auc = 0.025165
Epoch 408
Validation prc-auc = 0.026223
Epoch 409
Validation prc-auc = 0.026107
Epoch 410
Loss = 1.8287e-01, PNorm = 114.0301, GNorm = 1.6315, lr_0 = 9.8065e-04
Validation prc-auc = 0.027378
Epoch 411
Validation prc-auc = 0.028587
Epoch 412
Validation prc-auc = 0.029382
Epoch 413
Validation prc-auc = 0.031912
Epoch 414
Validation prc-auc = 0.031414
Epoch 415
Loss = 1.2156e-01, PNorm = 114.2784, GNorm = 1.0571, lr_0 = 9.8039e-04
Validation prc-auc = 0.029833
Epoch 416
Validation prc-auc = 0.029245
Epoch 417
Validation prc-auc = 0.029280
Epoch 418
Validation prc-auc = 0.028855
Epoch 419
Loss = 6.3434e-02, PNorm = 114.4932, GNorm = 2.1889, lr_0 = 9.8016e-04
Loss = 2.6486e-02, PNorm = 114.5085, GNorm = 0.8384, lr_0 = 9.8015e-04
Validation prc-auc = 0.026823
Epoch 420
Validation prc-auc = 0.025517
Epoch 421
Validation prc-auc = 0.023043
Epoch 422
Validation prc-auc = 0.023681
Epoch 423
Validation prc-auc = 0.023025
Epoch 424
Loss = 4.6349e-02, PNorm = 114.7281, GNorm = 0.5067, lr_0 = 9.7990e-04
Validation prc-auc = 0.022251
Epoch 425
Validation prc-auc = 0.021358
Epoch 426
Validation prc-auc = 0.020964
Epoch 427
Validation prc-auc = 0.020205
Epoch 428
Validation prc-auc = 0.020425
Epoch 429
Loss = 7.5710e-02, PNorm = 114.9239, GNorm = 2.5990, lr_0 = 9.7966e-04
Validation prc-auc = 0.022293
Epoch 430
Validation prc-auc = 0.022819
Epoch 431
Validation prc-auc = 0.022666
Epoch 432
Validation prc-auc = 0.023415
Epoch 433
Loss = 1.1901e-01, PNorm = 115.2137, GNorm = 0.7570, lr_0 = 9.7942e-04
Validation prc-auc = 0.024970
Epoch 434
Validation prc-auc = 0.025499
Epoch 435
Validation prc-auc = 0.025554
Epoch 436
Validation prc-auc = 0.025235
Epoch 437
Validation prc-auc = 0.024908
Epoch 438
Loss = 2.0385e-02, PNorm = 115.5276, GNorm = 0.2812, lr_0 = 9.7917e-04
Loss = 3.5643e-03, PNorm = 115.5461, GNorm = 0.0896, lr_0 = 9.7916e-04
Validation prc-auc = 0.024289
Epoch 439
Validation prc-auc = 0.026474
Epoch 440
Validation prc-auc = 0.026456
Epoch 441
Validation prc-auc = 0.027510
Epoch 442
Validation prc-auc = 0.027252
Epoch 443
Loss = 8.5246e-03, PNorm = 115.7944, GNorm = 0.1794, lr_0 = 9.7893e-04
Validation prc-auc = 0.026254
Epoch 444
Validation prc-auc = 0.025840
Epoch 445
Validation prc-auc = 0.026035
Epoch 446
Validation prc-auc = 0.025920
Epoch 447
Validation prc-auc = 0.025244
Epoch 448
Loss = 1.1015e-02, PNorm = 115.9927, GNorm = 0.2848, lr_0 = 9.7867e-04
Validation prc-auc = 0.026052
Epoch 449
Validation prc-auc = 0.025159
Epoch 450
Validation prc-auc = 0.025977
Epoch 451
Validation prc-auc = 0.026475
Epoch 452
Loss = 1.7516e-01, PNorm = 116.1926, GNorm = 1.3230, lr_0 = 9.7845e-04
Loss = 5.1388e-02, PNorm = 116.2119, GNorm = 1.4990, lr_0 = 9.7843e-04
Validation prc-auc = 0.027197
Epoch 453
Validation prc-auc = 0.027335
Epoch 454
Validation prc-auc = 0.028792
Epoch 455
Validation prc-auc = 0.029707
Epoch 456
Validation prc-auc = 0.029524
Epoch 457
Loss = 5.1732e-02, PNorm = 116.4663, GNorm = 0.6452, lr_0 = 9.7819e-04
Loss = 6.0648e-03, PNorm = 116.4813, GNorm = 0.1423, lr_0 = 9.7817e-04
Validation prc-auc = 0.028882
Epoch 458
Validation prc-auc = 0.028316
Epoch 459
Validation prc-auc = 0.027051
Epoch 460
Validation prc-auc = 0.026333
Epoch 461
Validation prc-auc = 0.025930
Epoch 462
Loss = 2.7505e-02, PNorm = 116.6151, GNorm = 0.3718, lr_0 = 9.7794e-04
Validation prc-auc = 0.026000
Epoch 463
Validation prc-auc = 0.026419
Epoch 464
Validation prc-auc = 0.026650
Epoch 465
Validation prc-auc = 0.026391
Epoch 466
Loss = 5.7997e-02, PNorm = 116.7172, GNorm = 2.1038, lr_0 = 9.7770e-04
Validation prc-auc = 0.026910
Epoch 467
Validation prc-auc = 0.027259
Epoch 468
Validation prc-auc = 0.028378
Epoch 469
Validation prc-auc = 0.027409
Epoch 470
Validation prc-auc = 0.027989
Epoch 471
Loss = 3.2061e-02, PNorm = 116.8478, GNorm = 0.1700, lr_0 = 9.7746e-04
Loss = 2.6740e-03, PNorm = 116.8559, GNorm = 0.1801, lr_0 = 9.7744e-04
Validation prc-auc = 0.028223
Epoch 472
Validation prc-auc = 0.029126
Epoch 473
Validation prc-auc = 0.030366
Epoch 474
Validation prc-auc = 0.031320
Epoch 475
Validation prc-auc = 0.031859
Epoch 476
Loss = 2.3440e-03, PNorm = 116.9356, GNorm = 0.0488, lr_0 = 9.7721e-04
Validation prc-auc = 0.031505
Epoch 477
Validation prc-auc = 0.031108
Epoch 478
Validation prc-auc = 0.030140
Epoch 479
Validation prc-auc = 0.028796
Epoch 480
Validation prc-auc = 0.027383
Epoch 481
Loss = 1.1245e-02, PNorm = 116.9862, GNorm = 0.4489, lr_0 = 9.7695e-04
Validation prc-auc = 0.026882
Epoch 482
Validation prc-auc = 0.026222
Epoch 483
Validation prc-auc = 0.026038
Epoch 484
Validation prc-auc = 0.025955
Epoch 485
Loss = 4.8397e-02, PNorm = 117.0465, GNorm = 0.5288, lr_0 = 9.7673e-04
Loss = 4.9587e-03, PNorm = 117.0513, GNorm = 0.1753, lr_0 = 9.7671e-04
Validation prc-auc = 0.025900
Epoch 486
Validation prc-auc = 0.027185
Epoch 487
Validation prc-auc = 0.028151
Epoch 488
Validation prc-auc = 0.028191
Epoch 489
Validation prc-auc = 0.027140
Epoch 490
Loss = 5.6944e-02, PNorm = 117.1179, GNorm = 1.5702, lr_0 = 9.7647e-04
Loss = 6.2915e-03, PNorm = 117.1273, GNorm = 0.1586, lr_0 = 9.7645e-04
Validation prc-auc = 0.026151
Epoch 491
Validation prc-auc = 0.025153
Epoch 492
Validation prc-auc = 0.024921
Epoch 493
Validation prc-auc = 0.025028
Epoch 494
Validation prc-auc = 0.024906
Epoch 495
Loss = 7.3146e-02, PNorm = 117.2385, GNorm = 1.3387, lr_0 = 9.7623e-04
Validation prc-auc = 0.024886
Epoch 496
Validation prc-auc = 0.025246
Epoch 497
Validation prc-auc = 0.025800
Epoch 498
Validation prc-auc = 0.026472
Epoch 499
Loss = 8.3640e-03, PNorm = 117.2935, GNorm = 0.0953, lr_0 = 9.7599e-04
Validation prc-auc = 0.026905
Epoch 500
Validation prc-auc = 0.027406
Epoch 501
Validation prc-auc = 0.027883
Epoch 502
Validation prc-auc = 0.028063
Epoch 503
Validation prc-auc = 0.027897
Epoch 504
Loss = 3.2121e-02, PNorm = 117.3754, GNorm = 1.1248, lr_0 = 9.7574e-04
Loss = 2.5236e-04, PNorm = 117.3810, GNorm = 0.0104, lr_0 = 9.7573e-04
Validation prc-auc = 0.027373
Epoch 505
Validation prc-auc = 0.026642
Epoch 506
Validation prc-auc = 0.025664
Epoch 507
Validation prc-auc = 0.025039
Epoch 508
Validation prc-auc = 0.024371
Epoch 509
Loss = 1.0777e-03, PNorm = 117.4404, GNorm = 0.0237, lr_0 = 9.7550e-04
Validation prc-auc = 0.024024
Epoch 510
Validation prc-auc = 0.023573
Epoch 511
Validation prc-auc = 0.023038
Epoch 512
Validation prc-auc = 0.022667
Epoch 513
Validation prc-auc = 0.023880
Epoch 514
Loss = 5.4761e-02, PNorm = 117.4697, GNorm = 2.0095, lr_0 = 9.7524e-04
Validation prc-auc = 0.026117
Epoch 515
Validation prc-auc = 0.028003
Epoch 516
Validation prc-auc = 0.028528
Epoch 517
Validation prc-auc = 0.029508
Epoch 518
Loss = 1.2879e-02, PNorm = 117.5723, GNorm = 0.1010, lr_0 = 9.7502e-04
Loss = 1.9660e-03, PNorm = 117.5812, GNorm = 0.1285, lr_0 = 9.7500e-04
Validation prc-auc = 0.030973
Epoch 519
Validation prc-auc = 0.032319
Epoch 520
Validation prc-auc = 0.030699
Epoch 521
Validation prc-auc = 0.029317
Epoch 522
Validation prc-auc = 0.028453
Epoch 523
Loss = 5.7069e-03, PNorm = 117.6975, GNorm = 0.0705, lr_0 = 9.7476e-04
Loss = 1.0104e-03, PNorm = 117.7048, GNorm = 0.0293, lr_0 = 9.7474e-04
Validation prc-auc = 0.028086
Epoch 524
Validation prc-auc = 0.026584
Epoch 525
Validation prc-auc = 0.026866
Epoch 526
Validation prc-auc = 0.027008
Epoch 527
Validation prc-auc = 0.027588
Epoch 528
Loss = 4.0028e-03, PNorm = 117.8008, GNorm = 0.1235, lr_0 = 9.7452e-04
Validation prc-auc = 0.027435
Epoch 529
Validation prc-auc = 0.027852
Epoch 530
Validation prc-auc = 0.028255
Epoch 531
Validation prc-auc = 0.028652
Epoch 532
Validation prc-auc = 0.028227
Epoch 533
Loss = 1.2576e-02, PNorm = 117.9091, GNorm = 1.1872, lr_0 = 9.7426e-04
Validation prc-auc = 0.027674
Epoch 534
Validation prc-auc = 0.027583
Epoch 535
Validation prc-auc = 0.028877
Epoch 536
Validation prc-auc = 0.030671
Epoch 537
Loss = 4.3229e-02, PNorm = 118.0187, GNorm = 0.3225, lr_0 = 9.7403e-04
Loss = 8.6822e-06, PNorm = 118.0312, GNorm = 0.0005, lr_0 = 9.7401e-04
Validation prc-auc = 0.027640
Epoch 538
Validation prc-auc = 0.028240
Epoch 539
Validation prc-auc = 0.030401
Epoch 540
Validation prc-auc = 0.030561
Epoch 541
Validation prc-auc = 0.030360
Epoch 542
Loss = 9.0411e-02, PNorm = 118.3012, GNorm = 1.5171, lr_0 = 9.7379e-04
Validation prc-auc = 0.031949
Epoch 543
Validation prc-auc = 0.035093
Epoch 544
Validation prc-auc = 0.036722
Epoch 545
Validation prc-auc = 0.037826
Epoch 546
Validation prc-auc = 0.037891
Epoch 547
Loss = 3.3901e-02, PNorm = 118.5543, GNorm = 0.5149, lr_0 = 9.7353e-04
Validation prc-auc = 0.035395
Epoch 548
Validation prc-auc = 0.034453
Epoch 549
Validation prc-auc = 0.033123
Epoch 550
Validation prc-auc = 0.033286
Epoch 551
Loss = 6.3173e-02, PNorm = 118.6774, GNorm = 0.9611, lr_0 = 9.7331e-04
Loss = 1.3504e-03, PNorm = 118.6850, GNorm = 0.0446, lr_0 = 9.7329e-04
Validation prc-auc = 0.032554
Epoch 552
Validation prc-auc = 0.031308
Epoch 553
Validation prc-auc = 0.028355
Epoch 554
Validation prc-auc = 0.026554
Epoch 555
Validation prc-auc = 0.025540
Epoch 556
Loss = 4.5627e-02, PNorm = 118.8225, GNorm = 0.6795, lr_0 = 9.7305e-04
Loss = 2.1632e-01, PNorm = 118.8334, GNorm = 14.8467, lr_0 = 9.7303e-04
Validation prc-auc = 0.025598
Epoch 557
Validation prc-auc = 0.027269
Epoch 558
Validation prc-auc = 0.026913
Epoch 559
Validation prc-auc = 0.026111
Epoch 560
Validation prc-auc = 0.026654
Epoch 561
Loss = 1.8280e-02, PNorm = 119.0848, GNorm = 1.0955, lr_0 = 9.7281e-04
Validation prc-auc = 0.025607
Epoch 562
Validation prc-auc = 0.024093
Epoch 563
Validation prc-auc = 0.024177
Epoch 564
Validation prc-auc = 0.027649
Epoch 565
Validation prc-auc = 0.029779
Epoch 566
Loss = 2.2125e-03, PNorm = 119.3085, GNorm = 0.0618, lr_0 = 9.7255e-04
Validation prc-auc = 0.030738
Epoch 567
Validation prc-auc = 0.030984
Epoch 568
Validation prc-auc = 0.029543
Epoch 569
Validation prc-auc = 0.030599
Epoch 570
Loss = 3.0553e-02, PNorm = 119.4184, GNorm = 0.4771, lr_0 = 9.7232e-04
Loss = 8.1789e-03, PNorm = 119.4271, GNorm = 0.2624, lr_0 = 9.7231e-04
Validation prc-auc = 0.031221
Epoch 571
Validation prc-auc = 0.030683
Epoch 572
Validation prc-auc = 0.029555
Epoch 573
Validation prc-auc = 0.028218
Epoch 574
Validation prc-auc = 0.029410
Epoch 575
Loss = 1.7092e-02, PNorm = 119.5219, GNorm = 1.1084, lr_0 = 9.7208e-04
Validation prc-auc = 0.030338
Epoch 576
Validation prc-auc = 0.031057
Epoch 577
Validation prc-auc = 0.030969
Epoch 578
Validation prc-auc = 0.029684
Epoch 579
Validation prc-auc = 0.028513
Epoch 580
Loss = 3.4997e-03, PNorm = 119.6040, GNorm = 0.0798, lr_0 = 9.7182e-04
Validation prc-auc = 0.028034
Epoch 581
Validation prc-auc = 0.027941
Epoch 582
Validation prc-auc = 0.028036
Epoch 583
Validation prc-auc = 0.027983
Epoch 584
Loss = 5.5743e-03, PNorm = 119.6613, GNorm = 0.0706, lr_0 = 9.7160e-04
Loss = 8.9898e-02, PNorm = 119.6664, GNorm = 7.0621, lr_0 = 9.7158e-04
Validation prc-auc = 0.030608
Epoch 585
Validation prc-auc = 0.032418
Epoch 586
Validation prc-auc = 0.031981
Epoch 587
Validation prc-auc = 0.029574
Epoch 588
Validation prc-auc = 0.028119
Epoch 589
Loss = 1.2090e-02, PNorm = 119.7935, GNorm = 0.1184, lr_0 = 9.7134e-04
Loss = 5.6596e-03, PNorm = 119.8024, GNorm = 0.3069, lr_0 = 9.7132e-04
Validation prc-auc = 0.026909
Epoch 590
Validation prc-auc = 0.026290
Epoch 591
Validation prc-auc = 0.025946
Epoch 592
Validation prc-auc = 0.025323
Epoch 593
Validation prc-auc = 0.023918
Epoch 594
Loss = 3.9428e-03, PNorm = 119.8957, GNorm = 0.0956, lr_0 = 9.7110e-04
Validation prc-auc = 0.023143
Epoch 595
Validation prc-auc = 0.023034
Epoch 596
Validation prc-auc = 0.022786
Epoch 597
Validation prc-auc = 0.023138
Epoch 598
Validation prc-auc = 0.024689
Epoch 599
Loss = 1.0352e-01, PNorm = 119.9846, GNorm = 0.7734, lr_0 = 9.7084e-04
Validation prc-auc = 0.027924
Epoch 600
Validation prc-auc = 0.029937
Epoch 601
Validation prc-auc = 0.032194
Epoch 602
Validation prc-auc = 0.037089
Epoch 603
Loss = 1.8738e-01, PNorm = 120.1696, GNorm = 2.1579, lr_0 = 9.7062e-04
Loss = 1.7196e-02, PNorm = 120.1920, GNorm = 0.8903, lr_0 = 9.7060e-04
Validation prc-auc = 0.038930
Epoch 604
Validation prc-auc = 0.031313
Epoch 605
Validation prc-auc = 0.022981
Epoch 606
Validation prc-auc = 0.020058
Epoch 607
Validation prc-auc = 0.019307
Epoch 608
Loss = 1.7750e-01, PNorm = 120.5766, GNorm = 0.8684, lr_0 = 9.7036e-04
Validation prc-auc = 0.019856
Epoch 609
Validation prc-auc = 0.021099
Epoch 610
Validation prc-auc = 0.021429
Epoch 611
Validation prc-auc = 0.021286
Epoch 612
Validation prc-auc = 0.021222
Epoch 613
Loss = 1.4506e-02, PNorm = 120.9260, GNorm = 0.4477, lr_0 = 9.7012e-04
Validation prc-auc = 0.020867
Epoch 614
Validation prc-auc = 0.022619
Epoch 615
Validation prc-auc = 0.023896
Epoch 616
Validation prc-auc = 0.023540
Epoch 617
Loss = 5.6047e-03, PNorm = 121.1617, GNorm = 0.0564, lr_0 = 9.6990e-04
Loss = 1.4563e-03, PNorm = 121.1804, GNorm = 0.0542, lr_0 = 9.6988e-04
Validation prc-auc = 0.022923
Epoch 618
Validation prc-auc = 0.022929
Epoch 619
Validation prc-auc = 0.022999
Epoch 620
Validation prc-auc = 0.022901
Epoch 621
Validation prc-auc = 0.023734
Epoch 622
Loss = 1.0727e-02, PNorm = 121.3830, GNorm = 0.1022, lr_0 = 9.6964e-04
Loss = 3.8790e-03, PNorm = 121.3997, GNorm = 0.2108, lr_0 = 9.6962e-04
Validation prc-auc = 0.022890
Epoch 623
Validation prc-auc = 0.023365
Epoch 624
Validation prc-auc = 0.024090
Epoch 625
Validation prc-auc = 0.024491
Epoch 626
Validation prc-auc = 0.025015
Epoch 627
Loss = 2.0269e-02, PNorm = 121.6618, GNorm = 0.5358, lr_0 = 9.6940e-04
Validation prc-auc = 0.025110
Epoch 628
Validation prc-auc = 0.025700
Epoch 629
Validation prc-auc = 0.027947
Epoch 630
Validation prc-auc = 0.030375
Epoch 631
Validation prc-auc = 0.030037
Epoch 632
Loss = 1.7412e-01, PNorm = 121.9114, GNorm = 1.1781, lr_0 = 9.6914e-04
Validation prc-auc = 0.027092
Epoch 633
Validation prc-auc = 0.024364
Epoch 634
Validation prc-auc = 0.024205
Epoch 635
Validation prc-auc = 0.023570
Epoch 636
Loss = 8.8868e-02, PNorm = 122.1593, GNorm = 0.4644, lr_0 = 9.6892e-04
Loss = 1.4000e-02, PNorm = 122.1770, GNorm = 0.4538, lr_0 = 9.6890e-04
Validation prc-auc = 0.022990
Epoch 637
Validation prc-auc = 0.023716
Epoch 638
Validation prc-auc = 0.024128
Epoch 639
Validation prc-auc = 0.024458
Epoch 640
Validation prc-auc = 0.024506
Epoch 641
Loss = 4.9788e-02, PNorm = 122.3725, GNorm = 0.8099, lr_0 = 9.6866e-04
Validation prc-auc = 0.024078
Epoch 642
Validation prc-auc = 0.023960
Epoch 643
Validation prc-auc = 0.024144
Epoch 644
Validation prc-auc = 0.024294
Epoch 645
Validation prc-auc = 0.024285
Epoch 646
Loss = 1.1398e-02, PNorm = 122.4917, GNorm = 0.4475, lr_0 = 9.6842e-04
Validation prc-auc = 0.024351
Epoch 647
Validation prc-auc = 0.024613
Epoch 648
Validation prc-auc = 0.025614
Epoch 649
Validation prc-auc = 0.025841
Epoch 650
Loss = 2.1481e-01, PNorm = 122.5574, GNorm = 1.1684, lr_0 = 9.6820e-04
Loss = 4.5052e-04, PNorm = 122.5589, GNorm = 0.0193, lr_0 = 9.6818e-04
Validation prc-auc = 0.024369
Epoch 651
Validation prc-auc = 0.023057
Epoch 652
Validation prc-auc = 0.022451
Epoch 653
Validation prc-auc = 0.022792
Epoch 654
Validation prc-auc = 0.023398
Epoch 655
Loss = 1.1540e-02, PNorm = 122.6403, GNorm = 0.6073, lr_0 = 9.6794e-04
Loss = 3.2283e-04, PNorm = 122.6495, GNorm = 0.0173, lr_0 = 9.6792e-04
Validation prc-auc = 0.022841
Epoch 656
Validation prc-auc = 0.022608
Epoch 657
Validation prc-auc = 0.022256
Epoch 658
Validation prc-auc = 0.021874
Epoch 659
Validation prc-auc = 0.021745
Epoch 660
Loss = 2.4875e-05, PNorm = 122.7415, GNorm = 0.0009, lr_0 = 9.6770e-04
Validation prc-auc = 0.021905
Epoch 661
Validation prc-auc = 0.021880
Epoch 662
Validation prc-auc = 0.022168
Epoch 663
Validation prc-auc = 0.022005
Epoch 664
Validation prc-auc = 0.021929
Epoch 665
Loss = 1.1032e-02, PNorm = 122.8475, GNorm = 1.1399, lr_0 = 9.6744e-04
Validation prc-auc = 0.021519
Epoch 666
Validation prc-auc = 0.021238
Epoch 667
Validation prc-auc = 0.021321
Epoch 668
Validation prc-auc = 0.021632
Epoch 669
Loss = 7.3332e-02, PNorm = 122.9524, GNorm = 1.0415, lr_0 = 9.6722e-04
Loss = 7.1385e-04, PNorm = 122.9612, GNorm = 0.0263, lr_0 = 9.6720e-04
Validation prc-auc = 0.022031
Epoch 670
Validation prc-auc = 0.022091
Epoch 671
Validation prc-auc = 0.022256
Epoch 672
Validation prc-auc = 0.022704
Epoch 673
Validation prc-auc = 0.023186
Epoch 674
Loss = 4.8011e-02, PNorm = 123.0826, GNorm = 0.1131, lr_0 = 9.6696e-04
Validation prc-auc = 0.023172
Epoch 675
Validation prc-auc = 0.023482
Epoch 676
Validation prc-auc = 0.023744
Epoch 677
Validation prc-auc = 0.023693
Epoch 678
Validation prc-auc = 0.024601
Epoch 679
Loss = 5.9541e-03, PNorm = 123.1643, GNorm = 0.1415, lr_0 = 9.6672e-04
Validation prc-auc = 0.025481
Epoch 680
Validation prc-auc = 0.024703
Epoch 681
Validation prc-auc = 0.023801
Epoch 682
Validation prc-auc = 0.022617
Epoch 683
Loss = 1.1079e-01, PNorm = 123.3148, GNorm = 0.0011, lr_0 = 9.6648e-04
Validation prc-auc = 0.022269
Epoch 684
Validation prc-auc = 0.022195
Epoch 685
Validation prc-auc = 0.022044
Epoch 686
Validation prc-auc = 0.021630
Epoch 687
Validation prc-auc = 0.020879
Epoch 688
Loss = 1.3408e-02, PNorm = 123.4315, GNorm = 0.2084, lr_0 = 9.6624e-04
Loss = 5.1197e-03, PNorm = 123.4385, GNorm = 0.1663, lr_0 = 9.6622e-04
Validation prc-auc = 0.020537
Epoch 689
Validation prc-auc = 0.020352
Epoch 690
Validation prc-auc = 0.019969
Epoch 691
Validation prc-auc = 0.020335
Epoch 692
Validation prc-auc = 0.020548
Epoch 693
Loss = 2.0603e-01, PNorm = 123.5307, GNorm = 2.1456, lr_0 = 9.6600e-04
Validation prc-auc = 0.020279
Epoch 694
Validation prc-auc = 0.020827
Epoch 695
Validation prc-auc = 0.021731
Epoch 696
Validation prc-auc = 0.022256
Epoch 697
Validation prc-auc = 0.022897
Epoch 698
Loss = 5.5271e-02, PNorm = 123.6748, GNorm = 0.5736, lr_0 = 9.6574e-04
Validation prc-auc = 0.022843
Epoch 699
Validation prc-auc = 0.022155
Epoch 700
Validation prc-auc = 0.022119
Epoch 701
Validation prc-auc = 0.021791
Epoch 702
Loss = 2.1048e-02, PNorm = 123.8370, GNorm = 0.1877, lr_0 = 9.6552e-04
Loss = 6.2853e-03, PNorm = 123.8494, GNorm = 0.3660, lr_0 = 9.6550e-04
Validation prc-auc = 0.021640
Epoch 703
Validation prc-auc = 0.021955
Epoch 704
Validation prc-auc = 0.022025
Epoch 705
Validation prc-auc = 0.022016
Epoch 706
Validation prc-auc = 0.022149
Epoch 707
Loss = 3.5979e-02, PNorm = 123.9816, GNorm = 0.0262, lr_0 = 9.6526e-04
Loss = 6.7154e-06, PNorm = 123.9903, GNorm = 0.0004, lr_0 = 9.6525e-04
Validation prc-auc = 0.022171
Epoch 708
Validation prc-auc = 0.022011
Epoch 709
Validation prc-auc = 0.022179
Epoch 710
Validation prc-auc = 0.022033
Epoch 711
Validation prc-auc = 0.022501
Epoch 712
Loss = 2.8602e-04, PNorm = 124.0870, GNorm = 0.0082, lr_0 = 9.6502e-04
Validation prc-auc = 0.022738
Epoch 713
Validation prc-auc = 0.022859
Epoch 714
Validation prc-auc = 0.022803
Epoch 715
Validation prc-auc = 0.022626
Epoch 716
Loss = 8.4979e-04, PNorm = 124.1536, GNorm = 0.0087, lr_0 = 9.6479e-04
Validation prc-auc = 0.022601
Epoch 717
Validation prc-auc = 0.022436
Epoch 718
Validation prc-auc = 0.022395
Epoch 719
Validation prc-auc = 0.022438
Epoch 720
Validation prc-auc = 0.022401
Epoch 721
Loss = 1.0604e-02, PNorm = 124.1867, GNorm = 0.5775, lr_0 = 9.6455e-04
Loss = 4.1524e-06, PNorm = 124.1886, GNorm = 0.0003, lr_0 = 9.6453e-04
Validation prc-auc = 0.022490
Epoch 722
Validation prc-auc = 0.022062
Epoch 723
Validation prc-auc = 0.021602
Epoch 724
Validation prc-auc = 0.021112
Epoch 725
Validation prc-auc = 0.020561
Epoch 726
Loss = 5.5116e-03, PNorm = 124.2107, GNorm = 0.1095, lr_0 = 9.6431e-04
Validation prc-auc = 0.020371
Epoch 727
Validation prc-auc = 0.020494
Epoch 728
Validation prc-auc = 0.020983
Epoch 729
Validation prc-auc = 0.021148
Epoch 730
Validation prc-auc = 0.020789
Epoch 731
Loss = 4.7120e-03, PNorm = 124.3244, GNorm = 0.3603, lr_0 = 9.6405e-04
Validation prc-auc = 0.021146
Epoch 732
Validation prc-auc = 0.021734
Epoch 733
Validation prc-auc = 0.021247
Epoch 734
Validation prc-auc = 0.019776
Epoch 735
Loss = 1.5234e-01, PNorm = 124.6917, GNorm = 1.3889, lr_0 = 9.6383e-04
Loss = 1.3902e-01, PNorm = 124.7222, GNorm = 4.9084, lr_0 = 9.6381e-04
Validation prc-auc = 0.018893
Epoch 736
Validation prc-auc = 0.019559
Epoch 737
Validation prc-auc = 0.020048
Epoch 738
Validation prc-auc = 0.019919
Epoch 739
Validation prc-auc = 0.019968
Epoch 740
Loss = 3.1806e-02, PNorm = 125.0967, GNorm = 0.3629, lr_0 = 9.6357e-04
Loss = 2.2848e-02, PNorm = 125.1182, GNorm = 0.4963, lr_0 = 9.6355e-04
Validation prc-auc = 0.020231
Epoch 741
Validation prc-auc = 0.020919
Epoch 742
Validation prc-auc = 0.022106
Epoch 743
Validation prc-auc = 0.022852
Epoch 744
Validation prc-auc = 0.022939
Epoch 745
Loss = 1.3099e-01, PNorm = 125.3828, GNorm = 1.1250, lr_0 = 9.6333e-04
Validation prc-auc = 0.021429
Epoch 746
Validation prc-auc = 0.020538
Epoch 747
Validation prc-auc = 0.019955
Epoch 748
Validation prc-auc = 0.019295
Epoch 749
Loss = 7.4742e-02, PNorm = 125.6868, GNorm = 0.0053, lr_0 = 9.6309e-04
Validation prc-auc = 0.019033
Epoch 750
Validation prc-auc = 0.019069
Epoch 751
Validation prc-auc = 0.019131
Epoch 752
Validation prc-auc = 0.019239
Epoch 753
Validation prc-auc = 0.018873
Epoch 754
Loss = 5.6524e-03, PNorm = 125.8887, GNorm = 0.1766, lr_0 = 9.6285e-04
Loss = 3.6112e-03, PNorm = 125.8997, GNorm = 0.1077, lr_0 = 9.6284e-04
Validation prc-auc = 0.018731
Epoch 755
Validation prc-auc = 0.019085
Epoch 756
Validation prc-auc = 0.019498
Epoch 757
Validation prc-auc = 0.019791
Epoch 758
Validation prc-auc = 0.020097
Epoch 759
Loss = 1.0041e-02, PNorm = 125.9864, GNorm = 0.5752, lr_0 = 9.6262e-04
Validation prc-auc = 0.020420
Epoch 760
Validation prc-auc = 0.020677
Epoch 761
Validation prc-auc = 0.021130
Epoch 762
Validation prc-auc = 0.021836
Epoch 763
Validation prc-auc = 0.022280
Epoch 764
Loss = 1.8585e-02, PNorm = 126.1013, GNorm = 1.8030, lr_0 = 9.6236e-04
Validation prc-auc = 0.022644
Epoch 765
Validation prc-auc = 0.022211
Epoch 766
Validation prc-auc = 0.022165
Epoch 767
Validation prc-auc = 0.022855
Epoch 768
Loss = 1.2459e-01, PNorm = 126.2377, GNorm = 4.5076, lr_0 = 9.6214e-04
Loss = 5.4607e-02, PNorm = 126.2532, GNorm = 3.5168, lr_0 = 9.6212e-04
Validation prc-auc = 0.023749
Epoch 769
Validation prc-auc = 0.023486
Epoch 770
Validation prc-auc = 0.023725
Epoch 771
Validation prc-auc = 0.023722
Epoch 772
Validation prc-auc = 0.023717
Epoch 773
Loss = 8.6642e-02, PNorm = 126.4731, GNorm = 4.8337, lr_0 = 9.6188e-04
Loss = 6.3736e-03, PNorm = 126.4867, GNorm = 0.1448, lr_0 = 9.6186e-04
Validation prc-auc = 0.023773
Epoch 774
Validation prc-auc = 0.025154
Epoch 775
Validation prc-auc = 0.023730
Epoch 776
Validation prc-auc = 0.022225
Epoch 777
Validation prc-auc = 0.021607
Epoch 778
Loss = 2.0165e-02, PNorm = 126.7407, GNorm = 0.5969, lr_0 = 9.6164e-04
Validation prc-auc = 0.021007
Epoch 779
Validation prc-auc = 0.021335
Epoch 780
Validation prc-auc = 0.021622
Epoch 781
Validation prc-auc = 0.021840
Epoch 782
Validation prc-auc = 0.022422
Epoch 783
Loss = 4.3591e-02, PNorm = 127.0318, GNorm = 0.8593, lr_0 = 9.6139e-04
Validation prc-auc = 0.023098
Epoch 784
Validation prc-auc = 0.023218
Epoch 785
Validation prc-auc = 0.023606
Epoch 786
Validation prc-auc = 0.024708
Epoch 787
Loss = 1.1890e-01, PNorm = 127.2664, GNorm = 5.2189, lr_0 = 9.6117e-04
Loss = 1.0571e+00, PNorm = 127.2935, GNorm = 14.1319, lr_0 = 9.6115e-04
Validation prc-auc = 0.027478
Epoch 788
Validation prc-auc = 0.026262
Epoch 789
Validation prc-auc = 0.026878
Epoch 790
Validation prc-auc = 0.026018
Epoch 791
Validation prc-auc = 0.024290
Epoch 792
Loss = 1.7825e-01, PNorm = 127.7677, GNorm = 2.3055, lr_0 = 9.6093e-04
Validation prc-auc = 0.022300
Epoch 793
Validation prc-auc = 0.022880
Epoch 794
Validation prc-auc = 0.023100
Epoch 795
Validation prc-auc = 0.021738
Epoch 796
Validation prc-auc = 0.020705
Epoch 797
Loss = 1.8256e-01, PNorm = 128.3311, GNorm = 1.7604, lr_0 = 9.6067e-04
Validation prc-auc = 0.021065
Epoch 798
Validation prc-auc = 0.021399
Epoch 799
Validation prc-auc = 0.022365
Epoch 800
Validation prc-auc = 0.024923
Epoch 801
Loss = 4.2530e-02, PNorm = 128.7073, GNorm = 0.1232, lr_0 = 9.6045e-04
Loss = 4.2422e-01, PNorm = 128.7332, GNorm = 16.2976, lr_0 = 9.6043e-04
Validation prc-auc = 0.025987
Epoch 802
Validation prc-auc = 0.027047
Epoch 803
Validation prc-auc = 0.025923
Epoch 804
Validation prc-auc = 0.024507
Epoch 805
Validation prc-auc = 0.022981
Epoch 806
Loss = 1.5129e-01, PNorm = 129.1758, GNorm = 1.9794, lr_0 = 9.6019e-04
Loss = 4.3498e-03, PNorm = 129.2000, GNorm = 0.2151, lr_0 = 9.6018e-04
Validation prc-auc = 0.022129
Epoch 807
Validation prc-auc = 0.024985
Epoch 808
Validation prc-auc = 0.023091
Epoch 809
Validation prc-auc = 0.022316
Epoch 810
Validation prc-auc = 0.021679
Epoch 811
Loss = 1.4019e-02, PNorm = 129.4984, GNorm = 0.2390, lr_0 = 9.5996e-04
Validation prc-auc = 0.022318
Epoch 812
Validation prc-auc = 0.022684
Epoch 813
Validation prc-auc = 0.022809
Epoch 814
Validation prc-auc = 0.021711
Epoch 815
Validation prc-auc = 0.021551
Epoch 816
Loss = 2.6165e-02, PNorm = 129.7201, GNorm = 0.4577, lr_0 = 9.5970e-04
Validation prc-auc = 0.022160
Epoch 817
Validation prc-auc = 0.021945
Epoch 818
Validation prc-auc = 0.021877
Epoch 819
Validation prc-auc = 0.022192
Epoch 820
Loss = 7.2557e-02, PNorm = 129.8067, GNorm = 0.4973, lr_0 = 9.5948e-04
Loss = 6.4486e-05, PNorm = 129.8100, GNorm = 0.0033, lr_0 = 9.5946e-04
Validation prc-auc = 0.022104
Epoch 821
Validation prc-auc = 0.021900
Epoch 822
Validation prc-auc = 0.022406
Epoch 823
Validation prc-auc = 0.022539
Epoch 824
Validation prc-auc = 0.022608
Epoch 825
Loss = 5.6012e-03, PNorm = 129.8587, GNorm = 0.1004, lr_0 = 9.5924e-04
Validation prc-auc = 0.023073
Epoch 826
Validation prc-auc = 0.023189
Epoch 827
Validation prc-auc = 0.023777
Epoch 828
Validation prc-auc = 0.023398
Epoch 829
Validation prc-auc = 0.023652
Epoch 830
Loss = 4.4333e-02, PNorm = 129.9020, GNorm = 0.8537, lr_0 = 9.5899e-04
Validation prc-auc = 0.024254
Epoch 831
Validation prc-auc = 0.023836
Epoch 832
Validation prc-auc = 0.024349
Epoch 833
Validation prc-auc = 0.024219
Epoch 834
Loss = 6.6311e-03, PNorm = 129.9742, GNorm = 0.1384, lr_0 = 9.5877e-04
Loss = 8.9419e-04, PNorm = 129.9809, GNorm = 0.0434, lr_0 = 9.5875e-04
Validation prc-auc = 0.024833
Epoch 835
Validation prc-auc = 0.024331
Epoch 836
Validation prc-auc = 0.023520
Epoch 837
Validation prc-auc = 0.023380
Epoch 838
Validation prc-auc = 0.023240
Epoch 839
Loss = 9.6966e-03, PNorm = 130.0432, GNorm = 0.1103, lr_0 = 9.5851e-04
Loss = 1.0121e-04, PNorm = 130.0480, GNorm = 0.0059, lr_0 = 9.5849e-04
Validation prc-auc = 0.022990
Epoch 840
Validation prc-auc = 0.022853
Epoch 841
Validation prc-auc = 0.023074
Epoch 842
Validation prc-auc = 0.023777
Epoch 843
Validation prc-auc = 0.022973
Epoch 844
Loss = 4.3039e-03, PNorm = 130.1030, GNorm = 0.0825, lr_0 = 9.5827e-04
Validation prc-auc = 0.021244
Epoch 845
Validation prc-auc = 0.019694
Epoch 846
Validation prc-auc = 0.019072
Epoch 847
Validation prc-auc = 0.020524
Epoch 848
Validation prc-auc = 0.022386
Epoch 849
Loss = 4.0660e-02, PNorm = 130.3323, GNorm = 0.5985, lr_0 = 9.5802e-04
Validation prc-auc = 0.023712
Epoch 850
Validation prc-auc = 0.023920
Epoch 851
Validation prc-auc = 0.022404
Epoch 852
Validation prc-auc = 0.024733
Epoch 853
Loss = 1.0767e-01, PNorm = 130.6666, GNorm = 0.8218, lr_0 = 9.5780e-04
Loss = 5.5510e-02, PNorm = 130.6874, GNorm = 0.8540, lr_0 = 9.5778e-04
Validation prc-auc = 0.026956
Epoch 854
Validation prc-auc = 0.028856
Epoch 855
Validation prc-auc = 0.028394
Epoch 856
Validation prc-auc = 0.026329
Epoch 857
Validation prc-auc = 0.026953
Epoch 858
Loss = 4.4865e-02, PNorm = 130.9144, GNorm = 0.9844, lr_0 = 9.5754e-04
Validation prc-auc = 0.031306
Epoch 859
Validation prc-auc = 0.033072
Epoch 860
Validation prc-auc = 0.033249
Epoch 861
Validation prc-auc = 0.033318
Epoch 862
Validation prc-auc = 0.033646
Epoch 863
Loss = 2.2601e-02, PNorm = 131.0447, GNorm = 0.5475, lr_0 = 9.5730e-04
Validation prc-auc = 0.033601
Epoch 864
Validation prc-auc = 0.030826
Epoch 865
Validation prc-auc = 0.026637
Epoch 866
Validation prc-auc = 0.023823
Epoch 867
Loss = 6.6197e-02, PNorm = 131.1744, GNorm = 2.2104, lr_0 = 9.5708e-04
Loss = 4.6905e-05, PNorm = 131.1834, GNorm = 0.0022, lr_0 = 9.5707e-04
Validation prc-auc = 0.023265
Epoch 868
Validation prc-auc = 0.023265
Epoch 869
Validation prc-auc = 0.022605
Epoch 870
Validation prc-auc = 0.022468
Epoch 871
Validation prc-auc = 0.022362
Epoch 872
Loss = 3.0937e-02, PNorm = 131.3529, GNorm = 1.2943, lr_0 = 9.5683e-04
Loss = 2.1444e-03, PNorm = 131.3720, GNorm = 0.1095, lr_0 = 9.5681e-04
Validation prc-auc = 0.023968
Epoch 873
Validation prc-auc = 0.025739
Epoch 874
Validation prc-auc = 0.025969
Epoch 875
Validation prc-auc = 0.028810
Epoch 876
Validation prc-auc = 0.029430
Epoch 877
Loss = 7.2878e-03, PNorm = 131.6013, GNorm = 0.1491, lr_0 = 9.5659e-04
Validation prc-auc = 0.029376
Epoch 878
Validation prc-auc = 0.029846
Epoch 879
Validation prc-auc = 0.030508
Epoch 880
Validation prc-auc = 0.030028
Epoch 881
Validation prc-auc = 0.030287
Epoch 882
Loss = 2.2920e-02, PNorm = 131.8221, GNorm = 0.6577, lr_0 = 9.5634e-04
Validation prc-auc = 0.029466
Epoch 883
Validation prc-auc = 0.029276
Epoch 884
Validation prc-auc = 0.030616
Epoch 885
Validation prc-auc = 0.029795
Epoch 886
Loss = 1.4462e-02, PNorm = 131.9551, GNorm = 0.1145, lr_0 = 9.5612e-04
Loss = 8.6800e-04, PNorm = 131.9645, GNorm = 0.0395, lr_0 = 9.5610e-04
Validation prc-auc = 0.029340
Epoch 887
Validation prc-auc = 0.029493
Epoch 888
Validation prc-auc = 0.029583
Epoch 889
Validation prc-auc = 0.030162
Epoch 890
Validation prc-auc = 0.030629
Epoch 891
Loss = 1.1379e-01, PNorm = 132.0687, GNorm = 1.7406, lr_0 = 9.5586e-04
Validation prc-auc = 0.031896
Epoch 892
Validation prc-auc = 0.033063
Epoch 893
Validation prc-auc = 0.033139
Epoch 894
Validation prc-auc = 0.032970
Epoch 895
Validation prc-auc = 0.033091
Epoch 896
Loss = 5.6879e-02, PNorm = 132.1840, GNorm = 1.7260, lr_0 = 9.5563e-04
Validation prc-auc = 0.032978
Epoch 897
Validation prc-auc = 0.033069
Epoch 898
Validation prc-auc = 0.033811
Epoch 899
Validation prc-auc = 0.037223
Epoch 900
Loss = 4.5215e-02, PNorm = 132.2550, GNorm = 0.6260, lr_0 = 9.5541e-04
Loss = 1.4449e-04, PNorm = 132.2600, GNorm = 0.0079, lr_0 = 9.5539e-04
Validation prc-auc = 0.039184
Epoch 901
Validation prc-auc = 0.038722
Epoch 902
Validation prc-auc = 0.037974
Epoch 903
Validation prc-auc = 0.036558
Epoch 904
Validation prc-auc = 0.035721
Epoch 905
Loss = 8.2217e-03, PNorm = 132.3680, GNorm = 0.3033, lr_0 = 9.5515e-04
Loss = 6.7863e-04, PNorm = 132.3762, GNorm = 0.0281, lr_0 = 9.5513e-04
Validation prc-auc = 0.035117
Epoch 906
Validation prc-auc = 0.035046
Epoch 907
Validation prc-auc = 0.036150
Epoch 908
Validation prc-auc = 0.038850
Epoch 909
Validation prc-auc = 0.038738
Epoch 910
Loss = 4.7973e-02, PNorm = 132.4798, GNorm = 0.3166, lr_0 = 9.5491e-04
Validation prc-auc = 0.036179
Epoch 911
Validation prc-auc = 0.033795
Epoch 912
Validation prc-auc = 0.030998
Epoch 913
Validation prc-auc = 0.028133
Epoch 914
Validation prc-auc = 0.027546
Epoch 915
Loss = 1.8838e-03, PNorm = 132.6019, GNorm = 0.0461, lr_0 = 9.5466e-04
Validation prc-auc = 0.027739
Epoch 916
Validation prc-auc = 0.028213
Epoch 917
Validation prc-auc = 0.029555
Epoch 918
Validation prc-auc = 0.031045
Epoch 919
Loss = 5.4925e-02, PNorm = 132.6870, GNorm = 0.5193, lr_0 = 9.5444e-04
Loss = 1.2752e-03, PNorm = 132.6955, GNorm = 0.0439, lr_0 = 9.5442e-04
Validation prc-auc = 0.029912
Epoch 920
Validation prc-auc = 0.030482
Epoch 921
Validation prc-auc = 0.030234
Epoch 922
Validation prc-auc = 0.028393
Epoch 923
Validation prc-auc = 0.027548
Epoch 924
Loss = 1.0111e-01, PNorm = 132.8172, GNorm = 2.0747, lr_0 = 9.5419e-04
Validation prc-auc = 0.028302
Epoch 925
Validation prc-auc = 0.027468
Epoch 926
Validation prc-auc = 0.028072
Epoch 927
Validation prc-auc = 0.026011
Epoch 928
Validation prc-auc = 0.023712
Epoch 929
Loss = 1.3371e-01, PNorm = 132.9258, GNorm = 1.5120, lr_0 = 9.5395e-04
Validation prc-auc = 0.022574
Epoch 930
Validation prc-auc = 0.022232
Epoch 931
Validation prc-auc = 0.024581
Epoch 932
Validation prc-auc = 0.027242
Epoch 933
Loss = 3.7621e-02, PNorm = 133.1115, GNorm = 0.3406, lr_0 = 9.5371e-04
Validation prc-auc = 0.029477
Epoch 934
Validation prc-auc = 0.030948
Epoch 935
Validation prc-auc = 0.031965
Epoch 936
Validation prc-auc = 0.032220
Epoch 937
Validation prc-auc = 0.032791
Epoch 938
Loss = 6.9873e-03, PNorm = 133.2946, GNorm = 0.1384, lr_0 = 9.5348e-04
Loss = 2.3116e-03, PNorm = 133.3043, GNorm = 0.0670, lr_0 = 9.5346e-04
Validation prc-auc = 0.032853
Epoch 939
Validation prc-auc = 0.032984
Epoch 940
Validation prc-auc = 0.035075
Epoch 941
Validation prc-auc = 0.035577
Epoch 942
Validation prc-auc = 0.035705
Epoch 943
Loss = 2.8394e-03, PNorm = 133.4027, GNorm = 0.0921, lr_0 = 9.5324e-04
Validation prc-auc = 0.036195
Epoch 944
Validation prc-auc = 0.036244
Epoch 945
Validation prc-auc = 0.036127
Epoch 946
Validation prc-auc = 0.034933
Epoch 947
Validation prc-auc = 0.034558
Epoch 948
Loss = 3.1463e-01, PNorm = 133.4704, GNorm = 1.7746, lr_0 = 9.5299e-04
Validation prc-auc = 0.033571
Epoch 949
Validation prc-auc = 0.033124
Epoch 950
Validation prc-auc = 0.032739
Epoch 951
Validation prc-auc = 0.032351
Epoch 952
Loss = 2.3540e-03, PNorm = 133.4941, GNorm = 0.0599, lr_0 = 9.5277e-04
Loss = 5.6284e-04, PNorm = 133.4967, GNorm = 0.0244, lr_0 = 9.5275e-04
Validation prc-auc = 0.032397
Epoch 953
Validation prc-auc = 0.031972
Epoch 954
Validation prc-auc = 0.030863
Epoch 955
Validation prc-auc = 0.029069
Epoch 956
Validation prc-auc = 0.029247
Epoch 957
Loss = 1.1334e-02, PNorm = 133.5427, GNorm = 1.1186, lr_0 = 9.5251e-04
Loss = 1.1322e-04, PNorm = 133.5461, GNorm = 0.0054, lr_0 = 9.5250e-04
Validation prc-auc = 0.028522
Epoch 958
Validation prc-auc = 0.028052
Epoch 959
Validation prc-auc = 0.029208
Epoch 960
Validation prc-auc = 0.030100
Epoch 961
Validation prc-auc = 0.030103
Epoch 962
Loss = 1.4575e-03, PNorm = 133.5701, GNorm = 0.0370, lr_0 = 9.5228e-04
Validation prc-auc = 0.030064
Epoch 963
Validation prc-auc = 0.029872
Epoch 964
Validation prc-auc = 0.029738
Epoch 965
Validation prc-auc = 0.029961
Epoch 966
Loss = 3.2390e-02, PNorm = 133.6036, GNorm = 0.1047, lr_0 = 9.5204e-04
Validation prc-auc = 0.031283
Epoch 967
Validation prc-auc = 0.031444
Epoch 968
Validation prc-auc = 0.031698
Epoch 969
Validation prc-auc = 0.032006
Epoch 970
Validation prc-auc = 0.031861
Epoch 971
Loss = 1.4433e-01, PNorm = 133.7045, GNorm = 1.1021, lr_0 = 9.5180e-04
Loss = 1.4603e-05, PNorm = 133.7167, GNorm = 0.0010, lr_0 = 9.5179e-04
Validation prc-auc = 0.029274
Epoch 972
Validation prc-auc = 0.026747
Epoch 973
Validation prc-auc = 0.037537
Epoch 974
Validation prc-auc = 0.030365
Epoch 975
Validation prc-auc = 0.025171
Epoch 976
Loss = 9.2055e-02, PNorm = 133.9156, GNorm = 1.6928, lr_0 = 9.5157e-04
Validation prc-auc = 0.024792
Epoch 977
Validation prc-auc = 0.025423
Epoch 978
Validation prc-auc = 0.025797
Epoch 979
Validation prc-auc = 0.028370
Epoch 980
Validation prc-auc = 0.028991
Epoch 981
Loss = 1.8265e-02, PNorm = 134.2937, GNorm = 0.5754, lr_0 = 9.5132e-04
Validation prc-auc = 0.029219
Epoch 982
Validation prc-auc = 0.029898
Epoch 983
Validation prc-auc = 0.034212
Epoch 984
Validation prc-auc = 0.037405
Epoch 985
Loss = 3.5497e-02, PNorm = 134.5136, GNorm = 0.5312, lr_0 = 9.5110e-04
Loss = 1.9467e-04, PNorm = 134.5255, GNorm = 0.0133, lr_0 = 9.5108e-04
Validation prc-auc = 0.039201
Epoch 986
Validation prc-auc = 0.038598
Epoch 987
Validation prc-auc = 0.036836
Epoch 988
Validation prc-auc = 0.035739
Epoch 989
Validation prc-auc = 0.036359
Epoch 990
Loss = 3.3588e-02, PNorm = 134.7109, GNorm = 0.0414, lr_0 = 9.5084e-04
Loss = 1.7400e-04, PNorm = 134.7256, GNorm = 0.0085, lr_0 = 9.5083e-04
Validation prc-auc = 0.035312
Epoch 991
Validation prc-auc = 0.034910
Epoch 992
Validation prc-auc = 0.032635
Epoch 993
Validation prc-auc = 0.030228
Epoch 994
Validation prc-auc = 0.027685
Epoch 995
Loss = 2.4391e-02, PNorm = 134.9025, GNorm = 0.5076, lr_0 = 9.5061e-04
Validation prc-auc = 0.026171
Epoch 996
Validation prc-auc = 0.026444
Epoch 997
Validation prc-auc = 0.027793
Epoch 998
Validation prc-auc = 0.028537
Epoch 999
Loss = 3.9812e-02, PNorm = 135.0702, GNorm = 0.0030, lr_0 = 9.5037e-04
Validation prc-auc = 0.028988
Epoch 1000
Validation prc-auc = 0.029913
Epoch 1001
Validation prc-auc = 0.030403
Epoch 1002
Validation prc-auc = 0.030301
Epoch 1003
Validation prc-auc = 0.030048
Epoch 1004
Loss = 2.3827e-02, PNorm = 135.1774, GNorm = 1.3933, lr_0 = 9.5014e-04
Loss = 1.7126e-02, PNorm = 135.1839, GNorm = 0.3674, lr_0 = 9.5012e-04
Validation prc-auc = 0.029613
Epoch 1005
Validation prc-auc = 0.028973
Epoch 1006
Validation prc-auc = 0.028480
Epoch 1007
Validation prc-auc = 0.028693
Epoch 1008
Validation prc-auc = 0.028731
Epoch 1009
Loss = 5.3147e-03, PNorm = 135.2608, GNorm = 0.2166, lr_0 = 9.4990e-04
Validation prc-auc = 0.029396
Epoch 1010
Validation prc-auc = 0.028722
Epoch 1011
Validation prc-auc = 0.028695
Epoch 1012
Validation prc-auc = 0.028950
Epoch 1013
Validation prc-auc = 0.028845
Epoch 1014
Loss = 1.1672e-03, PNorm = 135.3501, GNorm = 0.0436, lr_0 = 9.4965e-04
Validation prc-auc = 0.028485
Epoch 1015
Validation prc-auc = 0.028342
Epoch 1016
Validation prc-auc = 0.028935
Epoch 1017
Validation prc-auc = 0.029191
Epoch 1018
Loss = 2.1111e-02, PNorm = 135.4255, GNorm = 0.1363, lr_0 = 9.4943e-04
Loss = 5.4483e-04, PNorm = 135.4321, GNorm = 0.0212, lr_0 = 9.4941e-04
Validation prc-auc = 0.030258
Epoch 1019
Validation prc-auc = 0.030152
Epoch 1020
Validation prc-auc = 0.032547
Epoch 1021
Validation prc-auc = 0.033371
Epoch 1022
Validation prc-auc = 0.036733
Epoch 1023
Loss = 5.3281e-03, PNorm = 135.5287, GNorm = 0.5493, lr_0 = 9.4918e-04
Loss = 4.1357e-01, PNorm = 135.5361, GNorm = 10.1890, lr_0 = 9.4916e-04
Validation prc-auc = 0.038852
Epoch 1024
Validation prc-auc = 0.039791
Epoch 1025
Validation prc-auc = 0.037996
Epoch 1026
Validation prc-auc = 0.038449
Epoch 1027
Validation prc-auc = 0.037940
Epoch 1028
Loss = 4.7743e-03, PNorm = 135.6795, GNorm = 0.1114, lr_0 = 9.4894e-04
Validation prc-auc = 0.036339
Epoch 1029
Validation prc-auc = 0.034550
Epoch 1030
Validation prc-auc = 0.037690
Epoch 1031
Validation prc-auc = 0.040435
Epoch 1032
Validation prc-auc = 0.042182
Epoch 1033
Loss = 1.3889e-02, PNorm = 135.7897, GNorm = 0.3393, lr_0 = 9.4869e-04
Validation prc-auc = 0.042065
Epoch 1034
Validation prc-auc = 0.040176
Epoch 1035
Validation prc-auc = 0.037686
Epoch 1036
Validation prc-auc = 0.035991
Epoch 1037
Loss = 3.1226e-03, PNorm = 135.8996, GNorm = 0.3538, lr_0 = 9.4847e-04
Loss = 4.2449e-03, PNorm = 135.9066, GNorm = 0.1296, lr_0 = 9.4845e-04
Validation prc-auc = 0.036072
Epoch 1038
Validation prc-auc = 0.035206
Epoch 1039
Validation prc-auc = 0.033804
Epoch 1040
Validation prc-auc = 0.033626
Epoch 1041
Validation prc-auc = 0.033447
Epoch 1042
Loss = 8.4251e-05, PNorm = 135.9728, GNorm = 0.0034, lr_0 = 9.4823e-04
Validation prc-auc = 0.033113
Epoch 1043
Validation prc-auc = 0.033315
Epoch 1044
Validation prc-auc = 0.034999
Epoch 1045
Validation prc-auc = 0.044181
Epoch 1046
Validation prc-auc = 0.039661
Epoch 1047
Loss = 2.8440e-02, PNorm = 136.0491, GNorm = 0.7320, lr_0 = 9.4798e-04
Validation prc-auc = 0.033593
Epoch 1048
Validation prc-auc = 0.031537
Epoch 1049
Validation prc-auc = 0.030475
Epoch 1050
Validation prc-auc = 0.031042
Epoch 1051
Loss = 7.1603e-02, PNorm = 136.3594, GNorm = 0.5911, lr_0 = 9.4776e-04
Loss = 1.7270e-02, PNorm = 136.3812, GNorm = 0.4994, lr_0 = 9.4775e-04
Validation prc-auc = 0.032547
Epoch 1052
Validation prc-auc = 0.030559
Epoch 1053
Validation prc-auc = 0.028827
Epoch 1054
Validation prc-auc = 0.028820
Epoch 1055
Validation prc-auc = 0.028936
Epoch 1056
Loss = 6.8154e-03, PNorm = 136.6396, GNorm = 0.1438, lr_0 = 9.4751e-04
Loss = 9.7504e-04, PNorm = 136.6553, GNorm = 0.0391, lr_0 = 9.4749e-04
Validation prc-auc = 0.029612
Epoch 1057
Validation prc-auc = 0.029974
Epoch 1058
Validation prc-auc = 0.031025
Epoch 1059
Validation prc-auc = 0.031914
Epoch 1060
Validation prc-auc = 0.029850
Epoch 1061
Loss = 6.3009e-02, PNorm = 136.8298, GNorm = 1.9717, lr_0 = 9.4728e-04
Validation prc-auc = 0.027569
Epoch 1062
Validation prc-auc = 0.026269
Epoch 1063
Validation prc-auc = 0.025921
Epoch 1064
Validation prc-auc = 0.026320
Epoch 1065
Validation prc-auc = 0.027724
Epoch 1066
Loss = 1.0372e-02, PNorm = 137.0481, GNorm = 0.4399, lr_0 = 9.4702e-04
Validation prc-auc = 0.027924
Epoch 1067
Validation prc-auc = 0.028626
Epoch 1068
Validation prc-auc = 0.029339
Epoch 1069
Validation prc-auc = 0.029017
Epoch 1070
Loss = 5.5308e-02, PNorm = 137.2432, GNorm = 0.9392, lr_0 = 9.4681e-04
Loss = 1.3396e-03, PNorm = 137.2594, GNorm = 0.0538, lr_0 = 9.4679e-04
Validation prc-auc = 0.028385
Epoch 1071
Validation prc-auc = 0.028081
Epoch 1072
Validation prc-auc = 0.030005
Epoch 1073
Validation prc-auc = 0.033187
Epoch 1074
Validation prc-auc = 0.035031
Epoch 1075
Loss = 1.1358e-01, PNorm = 137.4540, GNorm = 1.5194, lr_0 = 9.4657e-04
Validation prc-auc = 0.033739
Epoch 1076
Validation prc-auc = 0.032231
Epoch 1077
Validation prc-auc = 0.030915
Epoch 1078
Validation prc-auc = 0.030251
Epoch 1079
Validation prc-auc = 0.030591
Epoch 1080
Loss = 1.8825e-02, PNorm = 137.6685, GNorm = 0.6016, lr_0 = 9.4632e-04
Validation prc-auc = 0.032114
Epoch 1081
Validation prc-auc = 0.033124
Epoch 1082
Validation prc-auc = 0.031917
Epoch 1083
Validation prc-auc = 0.030437
Epoch 1084
Loss = 2.6542e-02, PNorm = 137.7831, GNorm = 4.4231, lr_0 = 9.4610e-04
Loss = 1.4236e-03, PNorm = 137.7951, GNorm = 0.0719, lr_0 = 9.4608e-04
Validation prc-auc = 0.028192
Epoch 1085
Validation prc-auc = 0.027130
Epoch 1086
Validation prc-auc = 0.025890
Epoch 1087
Validation prc-auc = 0.025587
Epoch 1088
Validation prc-auc = 0.026507
Epoch 1089
Loss = 1.8117e-01, PNorm = 138.0151, GNorm = 3.1344, lr_0 = 9.4585e-04
Loss = 4.5067e-03, PNorm = 138.0313, GNorm = 0.1748, lr_0 = 9.4583e-04
Validation prc-auc = 0.028738
Epoch 1090
Validation prc-auc = 0.027160
Epoch 1091
Validation prc-auc = 0.026238
Epoch 1092
Validation prc-auc = 0.025010
Epoch 1093
Validation prc-auc = 0.023795
Epoch 1094
Loss = 9.5349e-03, PNorm = 138.2432, GNorm = 0.3765, lr_0 = 9.4561e-04
Validation prc-auc = 0.023130
Epoch 1095
Validation prc-auc = 0.022987
Epoch 1096
Validation prc-auc = 0.022361
Epoch 1097
Validation prc-auc = 0.022780
Epoch 1098
Validation prc-auc = 0.023786
Epoch 1099
Loss = 1.0630e-01, PNorm = 138.4409, GNorm = 2.5254, lr_0 = 9.4536e-04
Validation prc-auc = 0.025322
Epoch 1100
Validation prc-auc = 0.026306
Epoch 1101
Validation prc-auc = 0.027206
Epoch 1102
Validation prc-auc = 0.027174
Epoch 1103
Loss = 2.9559e-02, PNorm = 138.6908, GNorm = 0.7297, lr_0 = 9.4515e-04
Loss = 3.5840e-05, PNorm = 138.7074, GNorm = 0.0026, lr_0 = 9.4513e-04
Validation prc-auc = 0.027863
Epoch 1104
Validation prc-auc = 0.027081
Epoch 1105
Validation prc-auc = 0.027098
Epoch 1106
Validation prc-auc = 0.027410
Epoch 1107
Validation prc-auc = 0.027103
Epoch 1108
Loss = 7.1853e-03, PNorm = 138.8392, GNorm = 0.1374, lr_0 = 9.4489e-04
Validation prc-auc = 0.027498
Epoch 1109
Validation prc-auc = 0.027423
Epoch 1110
Validation prc-auc = 0.027544
Epoch 1111
Validation prc-auc = 0.028437
Epoch 1112
Validation prc-auc = 0.030306
Epoch 1113
Loss = 1.3953e-03, PNorm = 138.9379, GNorm = 0.0450, lr_0 = 9.4466e-04
Validation prc-auc = 0.030213
Epoch 1114
Validation prc-auc = 0.030324
Epoch 1115
Validation prc-auc = 0.031384
Epoch 1116
Validation prc-auc = 0.033048
Epoch 1117
Loss = 2.6348e-03, PNorm = 138.9893, GNorm = 0.0821, lr_0 = 9.4444e-04
Loss = 1.3749e-04, PNorm = 138.9950, GNorm = 0.0068, lr_0 = 9.4443e-04
Validation prc-auc = 0.033456
Epoch 1118
Validation prc-auc = 0.033739
Epoch 1119
Validation prc-auc = 0.033826
Epoch 1120
Validation prc-auc = 0.034093
Epoch 1121
Validation prc-auc = 0.032604
Epoch 1122
Loss = 3.2125e-02, PNorm = 139.0490, GNorm = 0.7699, lr_0 = 9.4419e-04
Loss = 3.8532e-03, PNorm = 139.0518, GNorm = 0.2396, lr_0 = 9.4417e-04
Validation prc-auc = 0.032401
Epoch 1123
Validation prc-auc = 0.033458
Epoch 1124
Validation prc-auc = 0.030007
Epoch 1125
Validation prc-auc = 0.026771
Epoch 1126
Validation prc-auc = 0.025680
Epoch 1127
Loss = 1.4369e-01, PNorm = 139.1367, GNorm = 1.8777, lr_0 = 9.4396e-04
Validation prc-auc = 0.025224
Epoch 1128
Validation prc-auc = 0.025660
Epoch 1129
Validation prc-auc = 0.026719
Epoch 1130
Validation prc-auc = 0.027350
Epoch 1131
Validation prc-auc = 0.027475
Epoch 1132
Loss = 3.1617e-02, PNorm = 139.3630, GNorm = 0.3842, lr_0 = 9.4371e-04
Validation prc-auc = 0.026902
Epoch 1133
Validation prc-auc = 0.026752
Epoch 1134
Validation prc-auc = 0.027413
Epoch 1135
Validation prc-auc = 0.027957
Epoch 1136
Loss = 9.7873e-03, PNorm = 139.6156, GNorm = 0.1631, lr_0 = 9.4349e-04
Loss = 4.2322e-02, PNorm = 139.6315, GNorm = 0.7242, lr_0 = 9.4347e-04
Validation prc-auc = 0.028382
Epoch 1137
Validation prc-auc = 0.028187
Epoch 1138
Validation prc-auc = 0.027061
Epoch 1139
Validation prc-auc = 0.025748
Epoch 1140
Validation prc-auc = 0.024952
Epoch 1141
Loss = 2.0732e-02, PNorm = 139.8011, GNorm = 0.0538, lr_0 = 9.4324e-04
Validation prc-auc = 0.024837
Epoch 1142
Validation prc-auc = 0.024431
Epoch 1143
Validation prc-auc = 0.024239
Epoch 1144
Validation prc-auc = 0.024071
Epoch 1145
Validation prc-auc = 0.023610
Epoch 1146
Loss = 5.4945e-03, PNorm = 139.9191, GNorm = 0.3706, lr_0 = 9.4300e-04
Validation prc-auc = 0.023393
Epoch 1147
Validation prc-auc = 0.023180
Epoch 1148
Validation prc-auc = 0.022745
Epoch 1149
Validation prc-auc = 0.022457
Epoch 1150
Loss = 3.3208e-04, PNorm = 139.9923, GNorm = 0.0259, lr_0 = 9.4279e-04
Loss = 1.1921e-07, PNorm = 139.9957, GNorm = 0.0000, lr_0 = 9.4277e-04
Validation prc-auc = 0.022266
Epoch 1151
Validation prc-auc = 0.022045
Epoch 1152
Validation prc-auc = 0.022043
Epoch 1153
Validation prc-auc = 0.022020
Epoch 1154
Validation prc-auc = 0.022045
Epoch 1155
Loss = 4.1295e-03, PNorm = 140.0223, GNorm = 0.5690, lr_0 = 9.4253e-04
Loss = 3.0137e-05, PNorm = 140.0241, GNorm = 0.0021, lr_0 = 9.4252e-04
Validation prc-auc = 0.022016
Epoch 1156
Validation prc-auc = 0.022317
Epoch 1157
Validation prc-auc = 0.022242
Epoch 1158
Validation prc-auc = 0.021887
Epoch 1159
Validation prc-auc = 0.021310
Epoch 1160
Loss = 2.1158e-02, PNorm = 140.0654, GNorm = 1.4822, lr_0 = 9.4230e-04
Validation prc-auc = 0.021117
Epoch 1161
Validation prc-auc = 0.020887
Epoch 1162
Validation prc-auc = 0.020872
Epoch 1163
Validation prc-auc = 0.020677
Epoch 1164
Validation prc-auc = 0.021176
Epoch 1165
Loss = 3.4559e-03, PNorm = 140.1484, GNorm = 0.2243, lr_0 = 9.4205e-04
Validation prc-auc = 0.022095
Epoch 1166
Validation prc-auc = 0.022693
Epoch 1167
Validation prc-auc = 0.023435
Epoch 1168
Validation prc-auc = 0.023950
Epoch 1169
Loss = 4.0211e-02, PNorm = 140.1970, GNorm = 2.2915, lr_0 = 9.4183e-04
Loss = 9.8482e-04, PNorm = 140.2002, GNorm = 0.0501, lr_0 = 9.4182e-04
Validation prc-auc = 0.024125
Epoch 1170
Validation prc-auc = 0.024626
Epoch 1171
Validation prc-auc = 0.024868
Epoch 1172
Validation prc-auc = 0.024764
Epoch 1173
Validation prc-auc = 0.024447
Epoch 1174
Loss = 4.0751e-03, PNorm = 140.2682, GNorm = 0.0689, lr_0 = 9.4158e-04
Validation prc-auc = 0.024034
Epoch 1175
Validation prc-auc = 0.023844
Epoch 1176
Validation prc-auc = 0.023617
Epoch 1177
Validation prc-auc = 0.023168
Epoch 1178
Validation prc-auc = 0.023661
Epoch 1179
Loss = 2.4426e-03, PNorm = 140.3256, GNorm = 0.1299, lr_0 = 9.4135e-04
Validation prc-auc = 0.023929
Epoch 1180
Validation prc-auc = 0.024623
Epoch 1181
Validation prc-auc = 0.025173
Epoch 1182
Validation prc-auc = 0.025183
Epoch 1183
Loss = 5.7873e-02, PNorm = 140.4077, GNorm = 0.0428, lr_0 = 9.4112e-04
Validation prc-auc = 0.024736
Epoch 1184
Validation prc-auc = 0.024793
Epoch 1185
Validation prc-auc = 0.024345
Epoch 1186
Validation prc-auc = 0.024648
Epoch 1187
Validation prc-auc = 0.024703
Epoch 1188
Loss = 7.2679e-02, PNorm = 140.4912, GNorm = 2.2825, lr_0 = 9.4088e-04
Loss = 2.4658e-04, PNorm = 140.4939, GNorm = 0.0109, lr_0 = 9.4087e-04
Validation prc-auc = 0.024860
Epoch 1189
Validation prc-auc = 0.025147
Epoch 1190
Validation prc-auc = 0.026053
Epoch 1191
Validation prc-auc = 0.027137
Epoch 1192
Validation prc-auc = 0.027190
Epoch 1193
Loss = 1.8625e-02, PNorm = 140.5538, GNorm = 0.6902, lr_0 = 9.4065e-04
Validation prc-auc = 0.027491
Epoch 1194
Validation prc-auc = 0.027849
Epoch 1195
Validation prc-auc = 0.027746
Epoch 1196
Validation prc-auc = 0.027738
Epoch 1197
Validation prc-auc = 0.028013
Epoch 1198
Loss = 1.2099e-03, PNorm = 140.6438, GNorm = 0.0302, lr_0 = 9.4040e-04
Validation prc-auc = 0.027876
Epoch 1199
Validation prc-auc = 0.027912
Epoch 1200
Validation prc-auc = 0.027823
Epoch 1201
Validation prc-auc = 0.028094
Epoch 1202
Loss = 1.2344e-02, PNorm = 140.7103, GNorm = 0.1709, lr_0 = 9.4018e-04
Loss = 4.4564e-03, PNorm = 140.7156, GNorm = 0.1798, lr_0 = 9.4016e-04
Validation prc-auc = 0.028727
Epoch 1203
Validation prc-auc = 0.029683
Epoch 1204
Validation prc-auc = 0.029883
Epoch 1205
Validation prc-auc = 0.031286
Epoch 1206
Validation prc-auc = 0.031473
Epoch 1207
Loss = 3.2970e-03, PNorm = 140.7797, GNorm = 0.0872, lr_0 = 9.3993e-04
Loss = 7.4193e-03, PNorm = 140.7854, GNorm = 0.5749, lr_0 = 9.3991e-04
Validation prc-auc = 0.031856
Epoch 1208
Validation prc-auc = 0.031080
Epoch 1209
Validation prc-auc = 0.031513
Epoch 1210
Validation prc-auc = 0.031738
Epoch 1211
Validation prc-auc = 0.031715
Epoch 1212
Loss = 4.6825e-03, PNorm = 140.8767, GNorm = 0.2088, lr_0 = 9.3970e-04
Validation prc-auc = 0.031311
Epoch 1213
Validation prc-auc = 0.029572
Epoch 1214
Validation prc-auc = 0.028769
Epoch 1215
Validation prc-auc = 0.027730
Epoch 1216
Loss = 4.3243e-03, PNorm = 140.9489, GNorm = 0.1037, lr_0 = 9.3946e-04
Validation prc-auc = 0.027416
Epoch 1217
Validation prc-auc = 0.027358
Epoch 1218
Validation prc-auc = 0.027931
Epoch 1219
Validation prc-auc = 0.028668
Epoch 1220
Validation prc-auc = 0.029277
Epoch 1221
Loss = 2.3557e-02, PNorm = 141.0174, GNorm = 1.1824, lr_0 = 9.3923e-04
Loss = 8.6266e-05, PNorm = 141.0205, GNorm = 0.0055, lr_0 = 9.3922e-04
Validation prc-auc = 0.029202
Epoch 1222
Validation prc-auc = 0.029294
Epoch 1223
Validation prc-auc = 0.029557
Epoch 1224
Validation prc-auc = 0.029763
Epoch 1225
Validation prc-auc = 0.029494
Epoch 1226
Loss = 8.7809e-03, PNorm = 141.0543, GNorm = 0.4530, lr_0 = 9.3900e-04
Validation prc-auc = 0.029260
Epoch 1227
Validation prc-auc = 0.029034
Epoch 1228
Validation prc-auc = 0.028285
Epoch 1229
Validation prc-auc = 0.028404
Epoch 1230
Validation prc-auc = 0.028391
Epoch 1231
Loss = 4.5733e-04, PNorm = 141.0926, GNorm = 0.0142, lr_0 = 9.3875e-04
Validation prc-auc = 0.028671
Epoch 1232
Validation prc-auc = 0.028573
Epoch 1233
Validation prc-auc = 0.028352
Epoch 1234
Validation prc-auc = 0.028268
Epoch 1235
Loss = 2.8904e-04, PNorm = 141.1155, GNorm = 0.0278, lr_0 = 9.3853e-04
Loss = 1.3709e-05, PNorm = 141.1165, GNorm = 0.0008, lr_0 = 9.3852e-04
Validation prc-auc = 0.028251
Epoch 1236
Validation prc-auc = 0.026978
Epoch 1237
Validation prc-auc = 0.026439
Epoch 1238
Validation prc-auc = 0.026076
Epoch 1239
Validation prc-auc = 0.026124
Epoch 1240
Loss = 4.1555e-02, PNorm = 141.1150, GNorm = 0.0728, lr_0 = 9.3828e-04
Loss = 1.3663e-03, PNorm = 141.1169, GNorm = 0.0562, lr_0 = 9.3827e-04
Validation prc-auc = 0.026778
Epoch 1241
Validation prc-auc = 0.027267
Epoch 1242
Validation prc-auc = 0.027887
Epoch 1243
Validation prc-auc = 0.027985
Epoch 1244
Validation prc-auc = 0.028066
Epoch 1245
Loss = 6.6481e-03, PNorm = 141.1719, GNorm = 0.0746, lr_0 = 9.3805e-04
Validation prc-auc = 0.027799
Epoch 1246
Validation prc-auc = 0.027611
Epoch 1247
Validation prc-auc = 0.027312
Epoch 1248
Validation prc-auc = 0.026751
Epoch 1249
Loss = 1.0767e-03, PNorm = 141.2124, GNorm = 0.0620, lr_0 = 9.3782e-04
Validation prc-auc = 0.027005
Epoch 1250
Validation prc-auc = 0.027051
Epoch 1251
Validation prc-auc = 0.029525
Epoch 1252
Validation prc-auc = 0.033209
Epoch 1253
Validation prc-auc = 0.027902
Epoch 1254
Loss = 1.4619e-02, PNorm = 141.3767, GNorm = 1.0148, lr_0 = 9.3758e-04
Loss = 1.0665e-04, PNorm = 141.4047, GNorm = 0.0068, lr_0 = 9.3757e-04
Validation prc-auc = 0.026727
Epoch 1255
Validation prc-auc = 0.025619
Epoch 1256
Validation prc-auc = 0.023375
Epoch 1257
Validation prc-auc = 0.020699
Epoch 1258
Validation prc-auc = 0.019800
Epoch 1259
Loss = 4.5686e-02, PNorm = 141.6970, GNorm = 1.7088, lr_0 = 9.3735e-04
Validation prc-auc = 0.019802
Epoch 1260
Validation prc-auc = 0.020686
Epoch 1261
Validation prc-auc = 0.021579
Epoch 1262
Validation prc-auc = 0.022101
Epoch 1263
Validation prc-auc = 0.022670
Epoch 1264
Loss = 3.0788e-03, PNorm = 141.8971, GNorm = 0.0816, lr_0 = 9.3710e-04
Validation prc-auc = 0.022972
Epoch 1265
Validation prc-auc = 0.023121
Epoch 1266
Validation prc-auc = 0.023417
Epoch 1267
Validation prc-auc = 0.023679
Epoch 1268
Loss = 3.6118e-03, PNorm = 141.9792, GNorm = 0.2438, lr_0 = 9.3689e-04
Loss = 1.4724e-03, PNorm = 141.9836, GNorm = 0.0727, lr_0 = 9.3687e-04
Validation prc-auc = 0.024013
Epoch 1269
Validation prc-auc = 0.024030
Epoch 1270
Validation prc-auc = 0.024296
Epoch 1271
Validation prc-auc = 0.025257
Epoch 1272
Validation prc-auc = 0.025935
Epoch 1273
Loss = 2.4922e-03, PNorm = 142.0897, GNorm = 0.0269, lr_0 = 9.3664e-04
Loss = 2.4577e-03, PNorm = 142.1015, GNorm = 0.1851, lr_0 = 9.3662e-04
Validation prc-auc = 0.025752
Epoch 1274
Validation prc-auc = 0.025523
Epoch 1275
Validation prc-auc = 0.025212
Epoch 1276
Validation prc-auc = 0.024923
Epoch 1277
Validation prc-auc = 0.024378
Epoch 1278
Loss = 3.1964e-02, PNorm = 142.1978, GNorm = 0.4842, lr_0 = 9.3641e-04
Validation prc-auc = 0.023866
Epoch 1279
Validation prc-auc = 0.023144
Epoch 1280
Validation prc-auc = 0.022610
Epoch 1281
Validation prc-auc = 0.022394
Epoch 1282
Validation prc-auc = 0.021779
Epoch 1283
Loss = 3.5071e-03, PNorm = 142.3267, GNorm = 0.0812, lr_0 = 9.3616e-04
Validation prc-auc = 0.021246
Epoch 1284
Validation prc-auc = 0.020775
Epoch 1285
Validation prc-auc = 0.019924
Epoch 1286
Validation prc-auc = 0.021232
Epoch 1287
Loss = 5.4044e-02, PNorm = 142.4389, GNorm = 0.1224, lr_0 = 9.3594e-04
Loss = 8.3883e-03, PNorm = 142.4532, GNorm = 0.3616, lr_0 = 9.3592e-04
Validation prc-auc = 0.023488
Epoch 1288
Validation prc-auc = 0.025163
Epoch 1289
Validation prc-auc = 0.026396
Epoch 1290
Validation prc-auc = 0.026435
Epoch 1291
Validation prc-auc = 0.026545
Epoch 1292
Loss = 1.0677e-03, PNorm = 142.6338, GNorm = 0.0367, lr_0 = 9.3571e-04
Validation prc-auc = 0.027010
Epoch 1293
Validation prc-auc = 0.027515
Epoch 1294
Validation prc-auc = 0.027983
Epoch 1295
Validation prc-auc = 0.028318
Epoch 1296
Validation prc-auc = 0.028207
Epoch 1297
Loss = 3.6694e-03, PNorm = 142.7265, GNorm = 0.2020, lr_0 = 9.3546e-04
Validation prc-auc = 0.028670
Epoch 1298
Validation prc-auc = 0.028699
Epoch 1299
Validation prc-auc = 0.028160
Epoch 1300
Validation prc-auc = 0.028477
Epoch 1301
Loss = 2.5103e-02, PNorm = 142.7756, GNorm = 1.0582, lr_0 = 9.3524e-04
Loss = 1.5807e-03, PNorm = 142.7804, GNorm = 0.0875, lr_0 = 9.3523e-04
Validation prc-auc = 0.026919
Epoch 1302
Validation prc-auc = 0.025921
Epoch 1303
Validation prc-auc = 0.024966
Epoch 1304
Validation prc-auc = 0.024569
Epoch 1305
Validation prc-auc = 0.024149
Epoch 1306
Loss = 2.8954e-03, PNorm = 142.8181, GNorm = 0.0925, lr_0 = 9.3499e-04
Loss = 3.3555e-03, PNorm = 142.8214, GNorm = 0.1392, lr_0 = 9.3498e-04
Validation prc-auc = 0.023644
Epoch 1307
Validation prc-auc = 0.023698
Epoch 1308
Validation prc-auc = 0.022543
Epoch 1309
Validation prc-auc = 0.021327
Epoch 1310
Validation prc-auc = 0.020538
Epoch 1311
Loss = 1.7881e-01, PNorm = 142.8908, GNorm = 2.1001, lr_0 = 9.3476e-04
Validation prc-auc = 0.020381
Epoch 1312
Validation prc-auc = 0.019859
Epoch 1313
Validation prc-auc = 0.019450
Epoch 1314
Validation prc-auc = 0.019197
Epoch 1315
Validation prc-auc = 0.019033
Epoch 1316
Loss = 9.6241e-02, PNorm = 143.0037, GNorm = 1.6420, lr_0 = 9.3451e-04
Validation prc-auc = 0.020101
Epoch 1317
Validation prc-auc = 0.020748
Epoch 1318
Validation prc-auc = 0.021218
Epoch 1319
Validation prc-auc = 0.021035
Epoch 1320
Loss = 1.7976e-02, PNorm = 143.1269, GNorm = 0.6160, lr_0 = 9.3430e-04
Loss = 1.3387e-02, PNorm = 143.1377, GNorm = 0.3216, lr_0 = 9.3428e-04
Validation prc-auc = 0.020061
Epoch 1321
Validation prc-auc = 0.020885
Epoch 1322
Validation prc-auc = 0.022008
Epoch 1323
Validation prc-auc = 0.022981
Epoch 1324
Validation prc-auc = 0.023511
Epoch 1325
Loss = 5.3110e-02, PNorm = 143.2644, GNorm = 2.4141, lr_0 = 9.3407e-04
Validation prc-auc = 0.024326
Epoch 1326
Validation prc-auc = 0.024982
Epoch 1327
Validation prc-auc = 0.025479
Epoch 1328
Validation prc-auc = 0.025867
Epoch 1329
Validation prc-auc = 0.026308
Epoch 1330
Loss = 3.9713e-03, PNorm = 143.3474, GNorm = 0.1037, lr_0 = 9.3382e-04
Validation prc-auc = 0.026408
Epoch 1331
Validation prc-auc = 0.026445
Epoch 1332
Validation prc-auc = 0.026699
Epoch 1333
Validation prc-auc = 0.027684
Epoch 1334
Loss = 1.0933e-03, PNorm = 143.4116, GNorm = 0.0832, lr_0 = 9.3360e-04
Loss = 3.8243e-05, PNorm = 143.4163, GNorm = 0.0034, lr_0 = 9.3359e-04
Validation prc-auc = 0.028234
Epoch 1335
Validation prc-auc = 0.029658
Epoch 1336
Validation prc-auc = 0.029947
Epoch 1337
Validation prc-auc = 0.029794
Epoch 1338
Validation prc-auc = 0.030049
Epoch 1339
Loss = 5.0890e-03, PNorm = 143.5173, GNorm = 0.0073, lr_0 = 9.3336e-04
Loss = 4.6784e-05, PNorm = 143.5259, GNorm = 0.0043, lr_0 = 9.3334e-04
Validation prc-auc = 0.029923
Epoch 1340
Validation prc-auc = 0.030304
Epoch 1341
Validation prc-auc = 0.030029
Epoch 1342
Validation prc-auc = 0.029229
Epoch 1343
Validation prc-auc = 0.028339
Epoch 1344
Loss = 8.8766e-03, PNorm = 143.5904, GNorm = 0.1904, lr_0 = 9.3312e-04
Validation prc-auc = 0.028381
Epoch 1345
Validation prc-auc = 0.027972
Epoch 1346
Validation prc-auc = 0.027463
Epoch 1347
Validation prc-auc = 0.027443
Epoch 1348
Validation prc-auc = 0.026990
Epoch 1349
Loss = 3.2137e-02, PNorm = 143.7095, GNorm = 0.2295, lr_0 = 9.3288e-04
Validation prc-auc = 0.026954
Epoch 1350
Validation prc-auc = 0.026780
Epoch 1351
Validation prc-auc = 0.026890
Epoch 1352
Validation prc-auc = 0.026963
Epoch 1353
Loss = 1.5332e-03, PNorm = 143.7954, GNorm = 0.0315, lr_0 = 9.3266e-04
Loss = 2.5034e-06, PNorm = 143.8002, GNorm = 0.0002, lr_0 = 9.3264e-04
Validation prc-auc = 0.026875
Epoch 1354
Validation prc-auc = 0.026933
Epoch 1355
Validation prc-auc = 0.026646
Epoch 1356
Validation prc-auc = 0.026680
Epoch 1357
Validation prc-auc = 0.026590
Epoch 1358
Loss = 3.1597e-03, PNorm = 143.8439, GNorm = 0.0824, lr_0 = 9.3241e-04
Validation prc-auc = 0.026605
Epoch 1359
Validation prc-auc = 0.026504
Epoch 1360
Validation prc-auc = 0.026305
Epoch 1361
Validation prc-auc = 0.026117
Epoch 1362
Validation prc-auc = 0.026342
Epoch 1363
Loss = 6.8834e-04, PNorm = 143.8764, GNorm = 0.0241, lr_0 = 9.3218e-04
Validation prc-auc = 0.026337
Epoch 1364
Validation prc-auc = 0.026481
Epoch 1365
Validation prc-auc = 0.026440
Epoch 1366
Validation prc-auc = 0.026237
Epoch 1367
Loss = 1.1476e-02, PNorm = 143.9125, GNorm = 0.0234, lr_0 = 9.3197e-04
Loss = 4.3066e-04, PNorm = 143.9157, GNorm = 0.0234, lr_0 = 9.3195e-04
Validation prc-auc = 0.026100
Epoch 1368
Validation prc-auc = 0.026215
Epoch 1369
Validation prc-auc = 0.025682
Epoch 1370
Validation prc-auc = 0.025532
Epoch 1371
Validation prc-auc = 0.025376
Epoch 1372
Loss = 6.5279e-02, PNorm = 143.9501, GNorm = 0.0017, lr_0 = 9.3172e-04
Loss = 3.9736e-08, PNorm = 143.9505, GNorm = 0.0000, lr_0 = 9.3170e-04
Validation prc-auc = 0.025460
Epoch 1373
Validation prc-auc = 0.025173
Epoch 1374
Validation prc-auc = 0.025205
Epoch 1375
Validation prc-auc = 0.025222
Epoch 1376
Validation prc-auc = 0.025084
Epoch 1377
Loss = 2.7846e-02, PNorm = 143.9727, GNorm = 0.8728, lr_0 = 9.3149e-04
Validation prc-auc = 0.024852
Epoch 1378
Validation prc-auc = 0.024672
Epoch 1379
Validation prc-auc = 0.024733
Epoch 1380
Validation prc-auc = 0.024512
Epoch 1381
Validation prc-auc = 0.024349
Epoch 1382
Loss = 2.1626e-04, PNorm = 144.0057, GNorm = 0.0116, lr_0 = 9.3124e-04
Validation prc-auc = 0.024128
Epoch 1383
Validation prc-auc = 0.024197
Epoch 1384
Validation prc-auc = 0.024180
Epoch 1385
Validation prc-auc = 0.024217
Epoch 1386
Loss = 2.7294e-02, PNorm = 144.0568, GNorm = 0.5986, lr_0 = 9.3102e-04
Loss = 8.4211e-05, PNorm = 144.0655, GNorm = 0.0071, lr_0 = 9.3101e-04
Validation prc-auc = 0.023628
Epoch 1387
Validation prc-auc = 0.024147
Epoch 1388
Validation prc-auc = 0.028223
Epoch 1389
Validation prc-auc = 0.030782
Epoch 1390
Validation prc-auc = 0.032001
Epoch 1391
Loss = 3.3129e-02, PNorm = 144.3443, GNorm = 0.1481, lr_0 = 9.3078e-04
Validation prc-auc = 0.032078
Epoch 1392
Validation prc-auc = 0.031904
Epoch 1393
Validation prc-auc = 0.032133
Epoch 1394
Validation prc-auc = 0.031320
Epoch 1395
Validation prc-auc = 0.030917
Epoch 1396
Loss = 1.7674e-01, PNorm = 144.5900, GNorm = 1.3624, lr_0 = 9.3055e-04
Validation prc-auc = 0.030792
Epoch 1397
Validation prc-auc = 0.029387
Epoch 1398
Validation prc-auc = 0.028357
Epoch 1399
Validation prc-auc = 0.027314
Epoch 1400
Loss = 1.1491e-01, PNorm = 144.7401, GNorm = 0.8402, lr_0 = 9.3033e-04
Loss = 2.7135e-01, PNorm = 144.7504, GNorm = 6.3964, lr_0 = 9.3032e-04
Validation prc-auc = 0.026297
Epoch 1401
Validation prc-auc = 0.025303
Epoch 1402
Validation prc-auc = 0.025407
Epoch 1403
Validation prc-auc = 0.025678
Epoch 1404
Validation prc-auc = 0.025622
Epoch 1405
Loss = 6.8092e-02, PNorm = 144.9586, GNorm = 0.0829, lr_0 = 9.3008e-04
Loss = 3.7072e-05, PNorm = 144.9705, GNorm = 0.0022, lr_0 = 9.3007e-04
Validation prc-auc = 0.026949
Epoch 1406
Validation prc-auc = 0.028055
Epoch 1407
Validation prc-auc = 0.028917
Epoch 1408
Validation prc-auc = 0.029304
Epoch 1409
Validation prc-auc = 0.027911
Epoch 1410
Loss = 3.7012e-03, PNorm = 145.0893, GNorm = 0.1682, lr_0 = 9.2985e-04
Validation prc-auc = 0.027282
Epoch 1411
Validation prc-auc = 0.026583
Epoch 1412
Validation prc-auc = 0.025537
Epoch 1413
Validation prc-auc = 0.024479
Epoch 1414
Validation prc-auc = 0.023512
Epoch 1415
Loss = 1.3173e-02, PNorm = 145.1947, GNorm = 0.6694, lr_0 = 9.2961e-04
Validation prc-auc = 0.023348
Epoch 1416
Validation prc-auc = 0.023649
Epoch 1417
Validation prc-auc = 0.024082
Epoch 1418
Validation prc-auc = 0.024246
Epoch 1419
Loss = 1.6249e-02, PNorm = 145.2636, GNorm = 0.9609, lr_0 = 9.2939e-04
Loss = 2.1304e-04, PNorm = 145.2681, GNorm = 0.0121, lr_0 = 9.2938e-04
Validation prc-auc = 0.024122
Epoch 1420
Validation prc-auc = 0.024260
Epoch 1421
Validation prc-auc = 0.023790
Epoch 1422
Validation prc-auc = 0.023768
Epoch 1423
Validation prc-auc = 0.024333
Epoch 1424
Loss = 9.0265e-04, PNorm = 145.3173, GNorm = 0.0372, lr_0 = 9.2914e-04
Validation prc-auc = 0.024645
Epoch 1425
Validation prc-auc = 0.024603
Epoch 1426
Validation prc-auc = 0.024861
Epoch 1427
Validation prc-auc = 0.023451
Epoch 1428
Validation prc-auc = 0.022138
Epoch 1429
Loss = 1.4803e-02, PNorm = 145.4036, GNorm = 0.2830, lr_0 = 9.2891e-04
Validation prc-auc = 0.020876
Epoch 1430
Validation prc-auc = 0.019565
Epoch 1431
Validation prc-auc = 0.019480
Epoch 1432
Validation prc-auc = 0.019878
Epoch 1433
Loss = 5.4748e-02, PNorm = 145.6635, GNorm = 1.5988, lr_0 = 9.2868e-04
Validation prc-auc = 0.020058
Epoch 1434
Validation prc-auc = 0.020760
Epoch 1435
Validation prc-auc = 0.021376
Epoch 1436
Validation prc-auc = 0.021627
Epoch 1437
Validation prc-auc = 0.022028
Epoch 1438
Loss = 2.3300e-02, PNorm = 145.9403, GNorm = 1.8057, lr_0 = 9.2845e-04
Loss = 1.9271e-04, PNorm = 145.9531, GNorm = 0.0149, lr_0 = 9.2844e-04
Validation prc-auc = 0.021887
Epoch 1439
Validation prc-auc = 0.021972
Epoch 1440
Validation prc-auc = 0.022873
Epoch 1441
Validation prc-auc = 0.022552
Epoch 1442
Validation prc-auc = 0.021812
Epoch 1443
Loss = 2.0889e-03, PNorm = 146.1512, GNorm = 0.0599, lr_0 = 9.2822e-04
Validation prc-auc = 0.022346
Epoch 1444
Validation prc-auc = 0.026056
Epoch 1445
Validation prc-auc = 0.030069
Epoch 1446
Validation prc-auc = 0.031698
Epoch 1447
Validation prc-auc = 0.028914
Epoch 1448
Loss = 5.6614e-02, PNorm = 146.5146, GNorm = 1.4033, lr_0 = 9.2798e-04
Validation prc-auc = 0.031166
Epoch 1449
Validation prc-auc = 0.032705
Epoch 1450
Validation prc-auc = 0.030277
Epoch 1451
Validation prc-auc = 0.029325
Epoch 1452
Loss = 4.0801e-02, PNorm = 146.9466, GNorm = 0.3188, lr_0 = 9.2776e-04
Loss = 6.6811e-04, PNorm = 146.9820, GNorm = 0.0356, lr_0 = 9.2775e-04
Validation prc-auc = 0.026969
Epoch 1453
Validation prc-auc = 0.027950
Epoch 1454
Validation prc-auc = 0.028070
Epoch 1455
Validation prc-auc = 0.027868
Epoch 1456
Validation prc-auc = 0.028183
Epoch 1457
Loss = 1.0170e-01, PNorm = 147.4401, GNorm = 0.2179, lr_0 = 9.2752e-04
Loss = 6.7324e-04, PNorm = 147.4691, GNorm = 0.0388, lr_0 = 9.2750e-04
Validation prc-auc = 0.027655
Epoch 1458
Validation prc-auc = 0.026771
Epoch 1459
Validation prc-auc = 0.026854
Epoch 1460
Validation prc-auc = 0.027494
Epoch 1461
Validation prc-auc = 0.026975
Epoch 1462
Loss = 3.7110e-02, PNorm = 147.7567, GNorm = 0.8654, lr_0 = 9.2729e-04
Validation prc-auc = 0.026937
Epoch 1463
Validation prc-auc = 0.026871
Epoch 1464
Validation prc-auc = 0.026496
Epoch 1465
Validation prc-auc = 0.024941
Epoch 1466
Loss = 3.3000e-02, PNorm = 147.9612, GNorm = 0.2636, lr_0 = 9.2706e-04
Validation prc-auc = 0.024910
Epoch 1467
Validation prc-auc = 0.025032
Epoch 1468
Validation prc-auc = 0.025309
Epoch 1469
Validation prc-auc = 0.026359
Epoch 1470
Validation prc-auc = 0.025772
Epoch 1471
Loss = 1.9090e-01, PNorm = 148.1342, GNorm = 1.9803, lr_0 = 9.2683e-04
Loss = 1.1673e-03, PNorm = 148.1522, GNorm = 0.0646, lr_0 = 9.2681e-04
Validation prc-auc = 0.026472
Epoch 1472
Validation prc-auc = 0.027056
Epoch 1473
Validation prc-auc = 0.024759
Epoch 1474
Validation prc-auc = 0.025948
Epoch 1475
Validation prc-auc = 0.027359
Epoch 1476
Loss = 1.8726e-02, PNorm = 148.5134, GNorm = 0.3823, lr_0 = 9.2660e-04
Validation prc-auc = 0.028454
Epoch 1477
Validation prc-auc = 0.027572
Epoch 1478
Validation prc-auc = 0.023709
Epoch 1479
Validation prc-auc = 0.021585
Epoch 1480
Validation prc-auc = 0.021999
Epoch 1481
Loss = 2.4224e-01, PNorm = 148.8855, GNorm = 3.1542, lr_0 = 9.2635e-04
Validation prc-auc = 0.026045
Epoch 1482
Validation prc-auc = 0.028848
Epoch 1483
Validation prc-auc = 0.029069
Epoch 1484
Validation prc-auc = 0.029373
Epoch 1485
Loss = 6.4701e-02, PNorm = 149.0547, GNorm = 1.1397, lr_0 = 9.2614e-04
Loss = 3.2992e-03, PNorm = 149.0662, GNorm = 0.1358, lr_0 = 9.2612e-04
Validation prc-auc = 0.029265
Epoch 1486
Validation prc-auc = 0.030151
Epoch 1487
Validation prc-auc = 0.029594
Epoch 1488
Validation prc-auc = 0.029174
Epoch 1489
Validation prc-auc = 0.029405
Epoch 1490
Loss = 8.7153e-03, PNorm = 149.2053, GNorm = 0.0576, lr_0 = 9.2589e-04
Loss = 7.0769e-03, PNorm = 149.2130, GNorm = 0.2424, lr_0 = 9.2587e-04
Validation prc-auc = 0.029241
Epoch 1491
Validation prc-auc = 0.028986
Epoch 1492
Validation prc-auc = 0.029117
Epoch 1493
Validation prc-auc = 0.030751
Epoch 1494
Validation prc-auc = 0.032885
Epoch 1495
Loss = 7.8297e-02, PNorm = 149.3542, GNorm = 2.1831, lr_0 = 9.2566e-04
Validation prc-auc = 0.033765
Epoch 1496
Validation prc-auc = 0.034103
Epoch 1497
Validation prc-auc = 0.034580
Epoch 1498
Validation prc-auc = 0.036029
Epoch 1499
Loss = 5.3141e-02, PNorm = 149.5621, GNorm = 0.1801, lr_0 = 9.2543e-04
Validation prc-auc = 0.036482
Epoch 1500
Validation prc-auc = 0.036685
Epoch 1501
Validation prc-auc = 0.037021
Epoch 1502
Validation prc-auc = 0.037525
Epoch 1503
Validation prc-auc = 0.037575
Epoch 1504
Loss = 4.3973e-03, PNorm = 149.6798, GNorm = 0.0849, lr_0 = 9.2520e-04
Loss = 8.7947e-04, PNorm = 149.6861, GNorm = 0.0456, lr_0 = 9.2518e-04
Validation prc-auc = 0.037819
Epoch 1505
Validation prc-auc = 0.037909
Epoch 1506
Validation prc-auc = 0.037818
Epoch 1507
Validation prc-auc = 0.037931
Epoch 1508
Validation prc-auc = 0.037918
Epoch 1509
Loss = 8.8255e-04, PNorm = 149.7625, GNorm = 0.0242, lr_0 = 9.2497e-04
Validation prc-auc = 0.038169
Epoch 1510
Validation prc-auc = 0.038140
Epoch 1511
Validation prc-auc = 0.038107
Epoch 1512
Validation prc-auc = 0.037619
Epoch 1513
Validation prc-auc = 0.037620
Epoch 1514
Loss = 2.1229e-03, PNorm = 149.8042, GNorm = 0.0644, lr_0 = 9.2472e-04
Validation prc-auc = 0.036904
Epoch 1515
Validation prc-auc = 0.037617
Epoch 1516
Validation prc-auc = 0.036282
Epoch 1517
Validation prc-auc = 0.034540
Epoch 1518
Loss = 3.2606e-03, PNorm = 149.8624, GNorm = 0.4496, lr_0 = 9.2451e-04
Loss = 3.1528e-05, PNorm = 149.8675, GNorm = 0.0023, lr_0 = 9.2449e-04
Validation prc-auc = 0.033259
Epoch 1519
Validation prc-auc = 0.032469
Epoch 1520
Validation prc-auc = 0.032155
Epoch 1521
Validation prc-auc = 0.032069
Epoch 1522
Validation prc-auc = 0.032127
Epoch 1523
Loss = 5.0959e-03, PNorm = 149.9143, GNorm = 1.9986, lr_0 = 9.2427e-04
Loss = 1.7935e-04, PNorm = 149.9164, GNorm = 0.0125, lr_0 = 9.2425e-04
Validation prc-auc = 0.032491
Epoch 1524
Validation prc-auc = 0.032953
Epoch 1525
Validation prc-auc = 0.033829
Epoch 1526
Validation prc-auc = 0.034046
Epoch 1527
Validation prc-auc = 0.033781
Epoch 1528
Loss = 1.2768e-03, PNorm = 150.0067, GNorm = 0.0441, lr_0 = 9.2404e-04
Validation prc-auc = 0.032352
Epoch 1529
Validation prc-auc = 0.031997
Epoch 1530
Validation prc-auc = 0.031203
Epoch 1531
Validation prc-auc = 0.030691
Epoch 1532
Validation prc-auc = 0.029990
Epoch 1533
Loss = 2.5095e-03, PNorm = 150.1649, GNorm = 0.0867, lr_0 = 9.2379e-04
Validation prc-auc = 0.029629
Epoch 1534
Validation prc-auc = 0.029532
Epoch 1535
Validation prc-auc = 0.029435
Epoch 1536
Validation prc-auc = 0.029777
Epoch 1537
Loss = 7.3891e-03, PNorm = 150.2652, GNorm = 0.0712, lr_0 = 9.2358e-04
Loss = 9.8753e-03, PNorm = 150.2726, GNorm = 0.3805, lr_0 = 9.2356e-04
Validation prc-auc = 0.030024
Epoch 1538
Validation prc-auc = 0.029812
Epoch 1539
Validation prc-auc = 0.029827
Epoch 1540
Validation prc-auc = 0.029882
Epoch 1541
Validation prc-auc = 0.029691
Epoch 1542
Loss = 2.4313e-03, PNorm = 150.3410, GNorm = 0.0956, lr_0 = 9.2335e-04
Validation prc-auc = 0.029465
Epoch 1543
Validation prc-auc = 0.031776
Epoch 1544
Validation prc-auc = 0.032129
Epoch 1545
Validation prc-auc = 0.032179
Epoch 1546
Validation prc-auc = 0.032571
Epoch 1547
Loss = 9.4287e-02, PNorm = 150.4337, GNorm = 0.9874, lr_0 = 9.2310e-04
Validation prc-auc = 0.032595
Epoch 1548
Validation prc-auc = 0.033048
Epoch 1549
Validation prc-auc = 0.033089
Epoch 1550
Validation prc-auc = 0.032879
Epoch 1551
Loss = 3.7059e-03, PNorm = 150.5333, GNorm = 0.0670, lr_0 = 9.2289e-04
Loss = 6.5964e-04, PNorm = 150.5405, GNorm = 0.0396, lr_0 = 9.2287e-04
Validation prc-auc = 0.032381
Epoch 1552
Validation prc-auc = 0.031960
Epoch 1553
Validation prc-auc = 0.031593
Epoch 1554
Validation prc-auc = 0.031395
Epoch 1555
Validation prc-auc = 0.031663
Epoch 1556
Loss = 1.2207e-02, PNorm = 150.6159, GNorm = 1.2551, lr_0 = 9.2264e-04
Loss = 4.4431e-03, PNorm = 150.6209, GNorm = 0.3433, lr_0 = 9.2263e-04
Validation prc-auc = 0.032141
Epoch 1557
Validation prc-auc = 0.031648
Epoch 1558
Validation prc-auc = 0.031664
Epoch 1559
Validation prc-auc = 0.031501
Epoch 1560
Validation prc-auc = 0.031188
Epoch 1561
Loss = 6.8897e-05, PNorm = 150.6854, GNorm = 0.0043, lr_0 = 9.2242e-04
Validation prc-auc = 0.030935
Epoch 1562
Validation prc-auc = 0.030847
Epoch 1563
Validation prc-auc = 0.031420
Epoch 1564
Validation prc-auc = 0.031861
Epoch 1565
Validation prc-auc = 0.031594
Epoch 1566
Loss = 6.4374e-02, PNorm = 150.7343, GNorm = 2.4811, lr_0 = 9.2217e-04
Validation prc-auc = 0.028189
Epoch 1567
Validation prc-auc = 0.024874
Epoch 1568
Validation prc-auc = 0.018213
Epoch 1569
Validation prc-auc = 0.027626
Epoch 1570
Loss = 1.9621e-01, PNorm = 151.0498, GNorm = 4.8954, lr_0 = 9.2196e-04
Loss = 3.8277e-03, PNorm = 151.0905, GNorm = 0.1318, lr_0 = 9.2194e-04
Validation prc-auc = 0.029011
Epoch 1571
Validation prc-auc = 0.030888
Epoch 1572
Validation prc-auc = 0.023918
Epoch 1573
Validation prc-auc = 0.022586
Epoch 1574
Validation prc-auc = 0.022758
Epoch 1575
Loss = 4.0040e-01, PNorm = 151.7799, GNorm = 4.0424, lr_0 = 9.2173e-04
Validation prc-auc = 0.028102
Epoch 1576
Validation prc-auc = 0.030200
Epoch 1577
Validation prc-auc = 0.031946
Epoch 1578
Validation prc-auc = 0.033236
Epoch 1579
Validation prc-auc = 0.037533
Epoch 1580
Loss = 6.5588e-02, PNorm = 152.5312, GNorm = 1.6074, lr_0 = 9.2148e-04
Validation prc-auc = 0.035370
Epoch 1581
Validation prc-auc = 0.029982
Epoch 1582
Validation prc-auc = 0.027923
Epoch 1583
Validation prc-auc = 0.027964
Epoch 1584
Loss = 1.5979e-01, PNorm = 153.0244, GNorm = 1.2708, lr_0 = 9.2127e-04
Loss = 5.9415e-03, PNorm = 153.0637, GNorm = 0.2927, lr_0 = 9.2125e-04
Validation prc-auc = 0.028658
Epoch 1585
Validation prc-auc = 0.028318
Epoch 1586
Validation prc-auc = 0.028186
Epoch 1587
Validation prc-auc = 0.029374
Epoch 1588
Validation prc-auc = 0.030610
Epoch 1589
Loss = 3.6323e-02, PNorm = 153.5494, GNorm = 2.4134, lr_0 = 9.2103e-04
Loss = 1.2536e-03, PNorm = 153.5774, GNorm = 0.0531, lr_0 = 9.2101e-04
Validation prc-auc = 0.029244
Epoch 1590
Validation prc-auc = 0.029411
Epoch 1591
Validation prc-auc = 0.031058
Epoch 1592
Validation prc-auc = 0.031311
Epoch 1593
Validation prc-auc = 0.031451
Epoch 1594
Loss = 5.9103e-02, PNorm = 153.8574, GNorm = 2.4981, lr_0 = 9.2080e-04
Validation prc-auc = 0.030002
Epoch 1595
Validation prc-auc = 0.029851
Epoch 1596
Validation prc-auc = 0.029526
Epoch 1597
Validation prc-auc = 0.030084
Epoch 1598
Validation prc-auc = 0.030593
Epoch 1599
Loss = 2.6555e-03, PNorm = 154.0780, GNorm = 0.1158, lr_0 = 9.2055e-04
Validation prc-auc = 0.030558
Epoch 1600
Validation prc-auc = 0.031050
Epoch 1601
Validation prc-auc = 0.031691
Epoch 1602
Validation prc-auc = 0.032252
Epoch 1603
Loss = 1.3030e-02, PNorm = 154.2568, GNorm = 0.2494, lr_0 = 9.2034e-04
Loss = 8.5694e-04, PNorm = 154.2705, GNorm = 0.0564, lr_0 = 9.2032e-04
Validation prc-auc = 0.032507
Epoch 1604
Validation prc-auc = 0.032698
Epoch 1605
Validation prc-auc = 0.032673
Epoch 1606
Validation prc-auc = 0.032894
Epoch 1607
Validation prc-auc = 0.032941
Epoch 1608
Loss = 9.8488e-04, PNorm = 154.4161, GNorm = 0.0219, lr_0 = 9.2010e-04
Validation prc-auc = 0.032895
Epoch 1609
Validation prc-auc = 0.033087
Epoch 1610
Validation prc-auc = 0.032969
Epoch 1611
Validation prc-auc = 0.032896
Epoch 1612
Validation prc-auc = 0.033163
Epoch 1613
Loss = 1.5765e-03, PNorm = 154.4824, GNorm = 0.0512, lr_0 = 9.1987e-04
Validation prc-auc = 0.033088
Epoch 1614
Validation prc-auc = 0.033188
Epoch 1615
Validation prc-auc = 0.033031
Epoch 1616
Validation prc-auc = 0.033044
Epoch 1617
Loss = 6.3349e-03, PNorm = 154.5366, GNorm = 0.3998, lr_0 = 9.1966e-04
Loss = 2.0680e-03, PNorm = 154.5417, GNorm = 0.1058, lr_0 = 9.1964e-04
Validation prc-auc = 0.033526
Epoch 1618
Validation prc-auc = 0.033729
Epoch 1619
Validation prc-auc = 0.033807
Epoch 1620
Validation prc-auc = 0.034168
Epoch 1621
Validation prc-auc = 0.034268
Epoch 1622
Loss = 2.2953e-03, PNorm = 154.5819, GNorm = 0.2228, lr_0 = 9.1941e-04
Loss = 4.2033e-03, PNorm = 154.5846, GNorm = 0.1607, lr_0 = 9.1939e-04
Validation prc-auc = 0.034475
Epoch 1623
Validation prc-auc = 0.034555
Epoch 1624
Validation prc-auc = 0.034827
Epoch 1625
Validation prc-auc = 0.034828
Epoch 1626
Validation prc-auc = 0.035095
Epoch 1627
Loss = 2.4149e-03, PNorm = 154.6495, GNorm = 0.0745, lr_0 = 9.1918e-04
Validation prc-auc = 0.035490
Epoch 1628
Validation prc-auc = 0.035475
Epoch 1629
Validation prc-auc = 0.035988
Epoch 1630
Validation prc-auc = 0.036186
Epoch 1631
Validation prc-auc = 0.036130
Epoch 1632
Loss = 5.2706e-04, PNorm = 154.7228, GNorm = 0.0231, lr_0 = 9.1894e-04
Validation prc-auc = 0.036257
Epoch 1633
Validation prc-auc = 0.036020
Epoch 1634
Validation prc-auc = 0.035679
Epoch 1635
Validation prc-auc = 0.035786
Epoch 1636
Loss = 6.3298e-02, PNorm = 154.7630, GNorm = 1.4578, lr_0 = 9.1873e-04
Loss = 4.2351e-04, PNorm = 154.7652, GNorm = 0.0271, lr_0 = 9.1871e-04
Validation prc-auc = 0.036301
Epoch 1637
Validation prc-auc = 0.036420
Epoch 1638
Validation prc-auc = 0.036659
Epoch 1639
Validation prc-auc = 0.036689
Epoch 1640
Validation prc-auc = 0.034119
Epoch 1641
Loss = 5.4196e-04, PNorm = 154.8332, GNorm = 0.0178, lr_0 = 9.1848e-04
Validation prc-auc = 0.033876
Epoch 1642
Validation prc-auc = 0.033166
Epoch 1643
Validation prc-auc = 0.034180
Epoch 1644
Validation prc-auc = 0.034650
Epoch 1645
Validation prc-auc = 0.034255
Epoch 1646
Loss = 1.3997e-03, PNorm = 154.9362, GNorm = 0.0523, lr_0 = 9.1825e-04
Validation prc-auc = 0.034578
Epoch 1647
Validation prc-auc = 0.034377
Epoch 1648
Validation prc-auc = 0.034361
Epoch 1649
Validation prc-auc = 0.034218
Epoch 1650
Loss = 2.2333e-02, PNorm = 155.0266, GNorm = 2.6778, lr_0 = 9.1804e-04
Loss = 5.3047e-06, PNorm = 155.0314, GNorm = 0.0005, lr_0 = 9.1803e-04
Validation prc-auc = 0.033948
Epoch 1651
Validation prc-auc = 0.034109
Epoch 1652
Validation prc-auc = 0.034564
Epoch 1653
Validation prc-auc = 0.034325
Epoch 1654
Validation prc-auc = 0.032973
Epoch 1655
Loss = 1.7581e-02, PNorm = 155.1490, GNorm = 0.0055, lr_0 = 9.1780e-04
Loss = 1.2616e-05, PNorm = 155.1617, GNorm = 0.0011, lr_0 = 9.1778e-04
Validation prc-auc = 0.028356
Epoch 1656
Validation prc-auc = 0.027663
Epoch 1657
Validation prc-auc = 0.028027
Epoch 1658
Validation prc-auc = 0.030238
Epoch 1659
Validation prc-auc = 0.032574
Epoch 1660
Loss = 2.0260e-02, PNorm = 155.3540, GNorm = 0.9648, lr_0 = 9.1757e-04
Validation prc-auc = 0.032324
Epoch 1661
Validation prc-auc = 0.026880
Epoch 1662
Validation prc-auc = 0.024554
Epoch 1663
Validation prc-auc = 0.024149
Epoch 1664
Validation prc-auc = 0.027107
Epoch 1665
Loss = 2.3448e-01, PNorm = 155.8731, GNorm = 3.6746, lr_0 = 9.1733e-04
Validation prc-auc = 0.026424
Epoch 1666
Validation prc-auc = 0.026125
Epoch 1667
Validation prc-auc = 0.024337
Epoch 1668
Validation prc-auc = 0.023964
Epoch 1669
Loss = 6.7620e-02, PNorm = 156.3574, GNorm = 0.5209, lr_0 = 9.1712e-04
Loss = 4.1684e-02, PNorm = 156.3834, GNorm = 0.7875, lr_0 = 9.1710e-04
Validation prc-auc = 0.023919
Epoch 1670
Validation prc-auc = 0.025104
Epoch 1671
Validation prc-auc = 0.025803
Epoch 1672
Validation prc-auc = 0.026417
Epoch 1673
Validation prc-auc = 0.025805
Epoch 1674
Loss = 1.7034e-02, PNorm = 156.6542, GNorm = 0.3116, lr_0 = 9.1687e-04
Validation prc-auc = 0.025784
Epoch 1675
Validation prc-auc = 0.026623
Epoch 1676
Validation prc-auc = 0.026838
Epoch 1677
Validation prc-auc = 0.025430
Epoch 1678
Validation prc-auc = 0.024930
Epoch 1679
Loss = 1.2957e-02, PNorm = 156.8358, GNorm = 0.7069, lr_0 = 9.1664e-04
Validation prc-auc = 0.024577
Epoch 1680
Validation prc-auc = 0.024373
Epoch 1681
Validation prc-auc = 0.024230
Epoch 1682
Validation prc-auc = 0.024502
Epoch 1683
Loss = 1.1023e-01, PNorm = 156.9383, GNorm = 0.0000, lr_0 = 9.1642e-04
Validation prc-auc = 0.025769
Epoch 1684
Validation prc-auc = 0.025436
Epoch 1685
Validation prc-auc = 0.025582
Epoch 1686
Validation prc-auc = 0.025809
Epoch 1687
Validation prc-auc = 0.025662
Epoch 1688
Loss = 4.0132e-02, PNorm = 157.0187, GNorm = 0.1039, lr_0 = 9.1619e-04
Loss = 1.7994e-03, PNorm = 157.0247, GNorm = 0.0819, lr_0 = 9.1617e-04
Validation prc-auc = 0.025122
Epoch 1689
Validation prc-auc = 0.024873
Epoch 1690
Validation prc-auc = 0.024704
Epoch 1691
Validation prc-auc = 0.024737
Epoch 1692
Validation prc-auc = 0.024769
Epoch 1693
Loss = 1.1605e-03, PNorm = 157.1041, GNorm = 0.0397, lr_0 = 9.1596e-04
Validation prc-auc = 0.024740
Epoch 1694
Validation prc-auc = 0.024761
Epoch 1695
Validation prc-auc = 0.024858
Epoch 1696
Validation prc-auc = 0.024810
Epoch 1697
Validation prc-auc = 0.024784
Epoch 1698
Loss = 6.5180e-03, PNorm = 157.1620, GNorm = 0.4290, lr_0 = 9.1572e-04
Validation prc-auc = 0.024853
Epoch 1699
Validation prc-auc = 0.024837
Epoch 1700
Validation prc-auc = 0.024773
Epoch 1701
Validation prc-auc = 0.025227
Epoch 1702
Loss = 7.0325e-03, PNorm = 157.2001, GNorm = 0.0286, lr_0 = 9.1551e-04
Loss = 1.1404e-05, PNorm = 157.2052, GNorm = 0.0010, lr_0 = 9.1549e-04
Validation prc-auc = 0.025864
Epoch 1703
Validation prc-auc = 0.026161
Epoch 1704
Validation prc-auc = 0.026599
Epoch 1705
Validation prc-auc = 0.026295
Epoch 1706
Validation prc-auc = 0.026063
Epoch 1707
Loss = 8.0440e-03, PNorm = 157.2732, GNorm = 0.8142, lr_0 = 9.1526e-04
Loss = 5.1953e-03, PNorm = 157.2774, GNorm = 0.2485, lr_0 = 9.1525e-04
Validation prc-auc = 0.025727
Epoch 1708
Validation prc-auc = 0.025523
Epoch 1709
Validation prc-auc = 0.025145
Epoch 1710
Validation prc-auc = 0.025019
Epoch 1711
Validation prc-auc = 0.024891
Epoch 1712
Loss = 7.8931e-04, PNorm = 157.3172, GNorm = 0.0303, lr_0 = 9.1504e-04
Validation prc-auc = 0.024753
Epoch 1713
Validation prc-auc = 0.025270
Epoch 1714
Validation prc-auc = 0.026062
Epoch 1715
Validation prc-auc = 0.026164
Epoch 1716
Loss = 1.3962e-03, PNorm = 157.3876, GNorm = 0.0001, lr_0 = 9.1481e-04
Validation prc-auc = 0.025805
Epoch 1717
Validation prc-auc = 0.025552
Epoch 1718
Validation prc-auc = 0.024988
Epoch 1719
Validation prc-auc = 0.024490
Epoch 1720
Validation prc-auc = 0.023993
Epoch 1721
Loss = 1.0313e-02, PNorm = 157.5046, GNorm = 0.9341, lr_0 = 9.1458e-04
Loss = 4.5652e-05, PNorm = 157.5095, GNorm = 0.0035, lr_0 = 9.1457e-04
Validation prc-auc = 0.023802
Epoch 1722
Validation prc-auc = 0.023500
Epoch 1723
Validation prc-auc = 0.023467
Epoch 1724
Validation prc-auc = 0.023595
Epoch 1725
Validation prc-auc = 0.023516
Epoch 1726
Loss = 4.3811e-04, PNorm = 157.5547, GNorm = 0.0281, lr_0 = 9.1436e-04
Validation prc-auc = 0.023327
Epoch 1727
Validation prc-auc = 0.024717
Epoch 1728
Validation prc-auc = 0.025494
Epoch 1729
Validation prc-auc = 0.026384
Epoch 1730
Validation prc-auc = 0.026693
Epoch 1731
Loss = 1.4575e-02, PNorm = 157.6066, GNorm = 1.0140, lr_0 = 9.1411e-04
Validation prc-auc = 0.027227
Epoch 1732
Validation prc-auc = 0.027199
Epoch 1733
Validation prc-auc = 0.027177
Epoch 1734
Validation prc-auc = 0.027218
Epoch 1735
Loss = 1.3930e-01, PNorm = 157.6351, GNorm = 3.5323, lr_0 = 9.1390e-04
Loss = 6.3765e-05, PNorm = 157.6366, GNorm = 0.0059, lr_0 = 9.1389e-04
Validation prc-auc = 0.028052
Epoch 1736
Validation prc-auc = 0.029188
Epoch 1737
Validation prc-auc = 0.030228
Epoch 1738
Validation prc-auc = 0.030412
Epoch 1739
Validation prc-auc = 0.030760
Epoch 1740
Loss = 4.6183e-03, PNorm = 157.6760, GNorm = 0.3726, lr_0 = 9.1366e-04
Loss = 9.0574e-05, PNorm = 157.6795, GNorm = 0.0078, lr_0 = 9.1364e-04
Validation prc-auc = 0.031145
Epoch 1741
Validation prc-auc = 0.030480
Epoch 1742
Validation prc-auc = 0.030135
Epoch 1743
Validation prc-auc = 0.029959
Epoch 1744
Validation prc-auc = 0.030090
Epoch 1745
Loss = 6.7301e-04, PNorm = 157.7236, GNorm = 0.0347, lr_0 = 9.1343e-04
Validation prc-auc = 0.029987
Epoch 1746
Validation prc-auc = 0.029831
Epoch 1747
Validation prc-auc = 0.029808
Epoch 1748
Validation prc-auc = 0.030020
Epoch 1749
Loss = 9.4499e-03, PNorm = 157.7457, GNorm = 0.1208, lr_0 = 9.1320e-04
Validation prc-auc = 0.029063
Epoch 1750
Validation prc-auc = 0.028743
Epoch 1751
Validation prc-auc = 0.027952
Epoch 1752
Validation prc-auc = 0.027688
Epoch 1753
Validation prc-auc = 0.027692
Epoch 1754
Loss = 4.5902e-04, PNorm = 157.7772, GNorm = 0.0352, lr_0 = 9.1298e-04
Loss = 2.8411e-06, PNorm = 157.7796, GNorm = 0.0003, lr_0 = 9.1296e-04
Validation prc-auc = 0.027715
Epoch 1755
Validation prc-auc = 0.027659
Epoch 1756
Validation prc-auc = 0.027416
Epoch 1757
Validation prc-auc = 0.027231
Epoch 1758
Validation prc-auc = 0.027058
Epoch 1759
Loss = 3.4336e-03, PNorm = 157.8034, GNorm = 0.0912, lr_0 = 9.1275e-04
Validation prc-auc = 0.027038
Epoch 1760
Validation prc-auc = 0.027027
Epoch 1761
Validation prc-auc = 0.027004
Epoch 1762
Validation prc-auc = 0.026978
Epoch 1763
Validation prc-auc = 0.026957
Epoch 1764
Loss = 6.6093e-04, PNorm = 157.8208, GNorm = 0.0317, lr_0 = 9.1251e-04
Validation prc-auc = 0.026957
Epoch 1765
Validation prc-auc = 0.026827
Epoch 1766
Validation prc-auc = 0.026960
Epoch 1767
Validation prc-auc = 0.026935
Epoch 1768
Loss = 6.6338e-05, PNorm = 157.8310, GNorm = 0.0032, lr_0 = 9.1230e-04
Loss = 9.5390e-04, PNorm = 157.8318, GNorm = 0.0447, lr_0 = 9.1228e-04
Validation prc-auc = 0.026944
Epoch 1769
Validation prc-auc = 0.026954
Epoch 1770
Validation prc-auc = 0.027052
Epoch 1771
Validation prc-auc = 0.027058
Epoch 1772
Validation prc-auc = 0.027151
Epoch 1773
Loss = 3.4203e-03, PNorm = 157.8462, GNorm = 0.0150, lr_0 = 9.1206e-04
Loss = 0.0000e+00, PNorm = 157.8475, GNorm = 0.0000, lr_0 = 9.1204e-04
Validation prc-auc = 0.027054
Epoch 1774
Validation prc-auc = 0.027510
Epoch 1775
Validation prc-auc = 0.027171
Epoch 1776
Validation prc-auc = 0.027088
Epoch 1777
Validation prc-auc = 0.026835
Epoch 1778
Loss = 9.8869e-04, PNorm = 157.8680, GNorm = 0.0460, lr_0 = 9.1183e-04
Validation prc-auc = 0.026749
Epoch 1779
Validation prc-auc = 0.026722
Epoch 1780
Validation prc-auc = 0.026718
Epoch 1781
Validation prc-auc = 0.026682
Epoch 1782
Validation prc-auc = 0.026573
Epoch 1783
Loss = 4.0808e-02, PNorm = 157.8948, GNorm = 2.7740, lr_0 = 9.1159e-04
Validation prc-auc = 0.026994
Epoch 1784
Validation prc-auc = 0.027599
Epoch 1785
Validation prc-auc = 0.027050
Epoch 1786
Validation prc-auc = 0.026596
Epoch 1787
Loss = 3.0172e-05, PNorm = 157.9302, GNorm = 0.0018, lr_0 = 9.1138e-04
Loss = 5.3500e-05, PNorm = 157.9324, GNorm = 0.0037, lr_0 = 9.1136e-04
Validation prc-auc = 0.026448
Epoch 1788
Validation prc-auc = 0.026200
Epoch 1789
Validation prc-auc = 0.026203
Epoch 1790
Validation prc-auc = 0.026162
Epoch 1791
Validation prc-auc = 0.026337
Epoch 1792
Loss = 3.6430e-03, PNorm = 157.9555, GNorm = 0.1530, lr_0 = 9.1115e-04
Validation prc-auc = 0.026140
Epoch 1793
Validation prc-auc = 0.026241
Epoch 1794
Validation prc-auc = 0.026657
Epoch 1795
Validation prc-auc = 0.026741
Epoch 1796
Validation prc-auc = 0.026513
Epoch 1797
Loss = 8.3535e-04, PNorm = 157.9961, GNorm = 0.0392, lr_0 = 9.1091e-04
Validation prc-auc = 0.025075
Epoch 1798
Validation prc-auc = 0.025726
Epoch 1799
Validation prc-auc = 0.028552
Epoch 1800
Validation prc-auc = 0.028964
Epoch 1801
Loss = 1.5996e-03, PNorm = 158.0923, GNorm = 0.0917, lr_0 = 9.1070e-04
Loss = 3.8887e-04, PNorm = 158.1050, GNorm = 0.0232, lr_0 = 9.1068e-04
Validation prc-auc = 0.029262
Epoch 1802
Validation prc-auc = 0.029923
Epoch 1803
Validation prc-auc = 0.028612
Epoch 1804
Validation prc-auc = 0.027267
Epoch 1805
Validation prc-auc = 0.026094
Epoch 1806
Loss = 2.0988e-02, PNorm = 158.3244, GNorm = 0.8484, lr_0 = 9.1046e-04
Loss = 1.5280e-02, PNorm = 158.3385, GNorm = 0.5401, lr_0 = 9.1044e-04
Validation prc-auc = 0.025937
Epoch 1807
Validation prc-auc = 0.026416
Epoch 1808
Validation prc-auc = 0.026981
Epoch 1809
Validation prc-auc = 0.027710
Epoch 1810
Validation prc-auc = 0.027840
Epoch 1811
Loss = 1.2132e-01, PNorm = 158.4770, GNorm = 2.1927, lr_0 = 9.1023e-04
Validation prc-auc = 0.027857
Epoch 1812
Validation prc-auc = 0.028121
Epoch 1813
Validation prc-auc = 0.028800
Epoch 1814
Validation prc-auc = 0.029242
Epoch 1815
Validation prc-auc = 0.029275
Epoch 1816
Loss = 7.2386e-03, PNorm = 158.6498, GNorm = 0.1267, lr_0 = 9.0999e-04
Validation prc-auc = 0.029383
Epoch 1817
Validation prc-auc = 0.029176
Epoch 1818
Validation prc-auc = 0.028931
Epoch 1819
Validation prc-auc = 0.028232
Epoch 1820
Loss = 2.1268e-01, PNorm = 158.7612, GNorm = 6.6176, lr_0 = 9.0978e-04
Loss = 9.2844e-05, PNorm = 158.7679, GNorm = 0.0087, lr_0 = 9.0976e-04
Validation prc-auc = 0.028633
Epoch 1821
Validation prc-auc = 0.029194
Epoch 1822
Validation prc-auc = 0.030035
Epoch 1823
Validation prc-auc = 0.028271
Epoch 1824
Validation prc-auc = 0.026606
Epoch 1825
Loss = 1.7866e-02, PNorm = 158.9500, GNorm = 1.1024, lr_0 = 9.0955e-04
Validation prc-auc = 0.026274
Epoch 1826
Validation prc-auc = 0.025661
Epoch 1827
Validation prc-auc = 0.025313
Epoch 1828
Validation prc-auc = 0.025320
Epoch 1829
Validation prc-auc = 0.025653
Epoch 1830
Loss = 3.1753e-03, PNorm = 159.0978, GNorm = 0.1252, lr_0 = 9.0931e-04
Validation prc-auc = 0.025276
Epoch 1831
Validation prc-auc = 0.025452
Epoch 1832
Validation prc-auc = 0.025927
Epoch 1833
Validation prc-auc = 0.026181
Epoch 1834
Loss = 2.3567e-02, PNorm = 159.2012, GNorm = 1.5748, lr_0 = 9.0910e-04
Loss = 2.8028e-02, PNorm = 159.2131, GNorm = 5.5312, lr_0 = 9.0909e-04
Validation prc-auc = 0.026489
Epoch 1835
Validation prc-auc = 0.025663
Epoch 1836
Validation prc-auc = 0.026045
Epoch 1837
Validation prc-auc = 0.024355
Epoch 1838
Validation prc-auc = 0.024594
Epoch 1839
Loss = 1.0214e-01, PNorm = 159.4220, GNorm = 0.0305, lr_0 = 9.0886e-04
Loss = 8.5433e-07, PNorm = 159.4354, GNorm = 0.0001, lr_0 = 9.0884e-04
Validation prc-auc = 0.024162
Epoch 1840
Validation prc-auc = 0.026206
Epoch 1841
Validation prc-auc = 0.028203
Epoch 1842
Validation prc-auc = 0.029109
Epoch 1843
Validation prc-auc = 0.029941
Epoch 1844
Loss = 8.2722e-02, PNorm = 159.7124, GNorm = 0.6284, lr_0 = 9.0863e-04
Validation prc-auc = 0.031195
Epoch 1845
Validation prc-auc = 0.033150
Epoch 1846
Validation prc-auc = 0.034254
Epoch 1847
Validation prc-auc = 0.034604
Epoch 1848
Validation prc-auc = 0.035068
Epoch 1849
Loss = 4.1260e-02, PNorm = 160.1687, GNorm = 0.8205, lr_0 = 9.0839e-04
Validation prc-auc = 0.034519
Epoch 1850
Validation prc-auc = 0.033605
Epoch 1851
Validation prc-auc = 0.030571
Epoch 1852
Validation prc-auc = 0.026626
Epoch 1853
Loss = 9.0988e-04, PNorm = 160.4712, GNorm = 0.0210, lr_0 = 9.0818e-04
Loss = 2.3913e-04, PNorm = 160.4893, GNorm = 0.0125, lr_0 = 9.0817e-04
Validation prc-auc = 0.024130
Epoch 1854
Validation prc-auc = 0.025812
Epoch 1855
Validation prc-auc = 0.028496
Epoch 1856
Validation prc-auc = 0.032801
Epoch 1857
Validation prc-auc = 0.034055
Epoch 1858
Loss = 1.0026e-03, PNorm = 160.8036, GNorm = 0.0947, lr_0 = 9.0794e-04
Validation prc-auc = 0.034531
Epoch 1859
Validation prc-auc = 0.033552
Epoch 1860
Validation prc-auc = 0.032144
Epoch 1861
Validation prc-auc = 0.030517
Epoch 1862
Validation prc-auc = 0.028920
Epoch 1863
Loss = 1.1817e-02, PNorm = 161.0211, GNorm = 0.9524, lr_0 = 9.0772e-04
Validation prc-auc = 0.029725
Epoch 1864
Validation prc-auc = 0.029367
Epoch 1865
Validation prc-auc = 0.030774
Epoch 1866
Validation prc-auc = 0.033206
Epoch 1867
Loss = 2.6480e-03, PNorm = 161.2333, GNorm = 0.0724, lr_0 = 9.0751e-04
Loss = 3.9811e-05, PNorm = 161.2502, GNorm = 0.0035, lr_0 = 9.0749e-04
Validation prc-auc = 0.034939
Epoch 1868
Validation prc-auc = 0.035068
Epoch 1869
Validation prc-auc = 0.034716
Epoch 1870
Validation prc-auc = 0.034415
Epoch 1871
Validation prc-auc = 0.034004
Epoch 1872
Loss = 6.2067e-02, PNorm = 161.4150, GNorm = 0.9420, lr_0 = 9.0727e-04
Loss = 6.6374e-05, PNorm = 161.4242, GNorm = 0.0040, lr_0 = 9.0725e-04
Validation prc-auc = 0.033135
Epoch 1873
Validation prc-auc = 0.032510
Epoch 1874
Validation prc-auc = 0.032119
Epoch 1875
Validation prc-auc = 0.031586
Epoch 1876
Validation prc-auc = 0.030488
Epoch 1877
Loss = 1.2296e-01, PNorm = 161.5386, GNorm = 1.4288, lr_0 = 9.0704e-04
Validation prc-auc = 0.029658
Epoch 1878
Validation prc-auc = 0.029252
Epoch 1879
Validation prc-auc = 0.029249
Epoch 1880
Validation prc-auc = 0.028787
Epoch 1881
Validation prc-auc = 0.029097
Epoch 1882
Loss = 5.1471e-02, PNorm = 161.6826, GNorm = 2.3374, lr_0 = 9.0680e-04
Validation prc-auc = 0.030275
Epoch 1883
Validation prc-auc = 0.030439
Epoch 1884
Validation prc-auc = 0.029335
Epoch 1885
Validation prc-auc = 0.030425
Epoch 1886
Loss = 2.1933e-02, PNorm = 161.9963, GNorm = 2.8689, lr_0 = 9.0659e-04
Loss = 3.7553e-03, PNorm = 162.0148, GNorm = 0.1883, lr_0 = 9.0657e-04
Validation prc-auc = 0.030974
Epoch 1887
Validation prc-auc = 0.031881
Epoch 1888
Validation prc-auc = 0.032382
Epoch 1889
Validation prc-auc = 0.032927
Epoch 1890
Validation prc-auc = 0.033224
Epoch 1891
Loss = 2.2245e-02, PNorm = 162.2042, GNorm = 2.1440, lr_0 = 9.0635e-04
Validation prc-auc = 0.033704
Epoch 1892
Validation prc-auc = 0.034001
Epoch 1893
Validation prc-auc = 0.033991
Epoch 1894
Validation prc-auc = 0.033556
Epoch 1895
Validation prc-auc = 0.033063
Epoch 1896
Loss = 6.6070e-02, PNorm = 162.3213, GNorm = 0.9830, lr_0 = 9.0612e-04
Validation prc-auc = 0.032045
Epoch 1897
Validation prc-auc = 0.032014
Epoch 1898
Validation prc-auc = 0.032689
Epoch 1899
Validation prc-auc = 0.032865
Epoch 1900
Loss = 8.5388e-03, PNorm = 162.3962, GNorm = 0.2620, lr_0 = 9.0592e-04
Loss = 1.3967e-05, PNorm = 162.4017, GNorm = 0.0016, lr_0 = 9.0590e-04
Validation prc-auc = 0.033022
Epoch 1901
Validation prc-auc = 0.033356
Epoch 1902
Validation prc-auc = 0.034316
Epoch 1903
Validation prc-auc = 0.036301
Epoch 1904
Validation prc-auc = 0.036439
Epoch 1905
Loss = 6.5780e-03, PNorm = 162.4845, GNorm = 0.4935, lr_0 = 9.0567e-04
Loss = 1.3987e-05, PNorm = 162.4900, GNorm = 0.0013, lr_0 = 9.0566e-04
Validation prc-auc = 0.036199
Epoch 1906
Validation prc-auc = 0.036852
Epoch 1907
Validation prc-auc = 0.038819
Epoch 1908
Validation prc-auc = 0.039524
Epoch 1909
Validation prc-auc = 0.039169
Epoch 1910
Loss = 5.7264e-03, PNorm = 162.6061, GNorm = 0.1873, lr_0 = 9.0545e-04
Validation prc-auc = 0.034982
Epoch 1911
Validation prc-auc = 0.034723
Epoch 1912
Validation prc-auc = 0.032602
Epoch 1913
Validation prc-auc = 0.031712
Epoch 1914
Validation prc-auc = 0.031891
Epoch 1915
Loss = 9.6755e-02, PNorm = 162.9570, GNorm = 1.0905, lr_0 = 9.0521e-04
Validation prc-auc = 0.031786
Epoch 1916
Validation prc-auc = 0.031570
Epoch 1917
Validation prc-auc = 0.030205
Epoch 1918
Validation prc-auc = 0.028784
Epoch 1919
Loss = 4.8229e-02, PNorm = 163.2919, GNorm = 1.2856, lr_0 = 9.0500e-04
Loss = 1.2871e-02, PNorm = 163.3134, GNorm = 0.4545, lr_0 = 9.0498e-04
Validation prc-auc = 0.028677
Epoch 1920
Validation prc-auc = 0.027922
Epoch 1921
Validation prc-auc = 0.027029
Epoch 1922
Validation prc-auc = 0.026014
Epoch 1923
Validation prc-auc = 0.024712
Epoch 1924
Loss = 7.0554e-03, PNorm = 163.5725, GNorm = 0.9192, lr_0 = 9.0476e-04
Validation prc-auc = 0.023541
Epoch 1925
Validation prc-auc = 0.022713
Epoch 1926
Validation prc-auc = 0.022445
Epoch 1927
Validation prc-auc = 0.022334
Epoch 1928
Validation prc-auc = 0.022283
Epoch 1929
Loss = 6.0660e-02, PNorm = 163.8091, GNorm = 2.9765, lr_0 = 9.0454e-04
Validation prc-auc = 0.024041
Epoch 1930
Validation prc-auc = 0.024875
Epoch 1931
Validation prc-auc = 0.026186
Epoch 1932
Validation prc-auc = 0.026798
Epoch 1933
Loss = 1.2932e-01, PNorm = 163.9966, GNorm = 13.8757, lr_0 = 9.0431e-04
Validation prc-auc = 0.029031
Epoch 1934
Validation prc-auc = 0.031532
Epoch 1935
Validation prc-auc = 0.030063
Epoch 1936
Validation prc-auc = 0.029372
Epoch 1937
Validation prc-auc = 0.030805
Epoch 1938
Loss = 4.0667e-02, PNorm = 164.2726, GNorm = 2.2346, lr_0 = 9.0409e-04
Loss = 1.1243e-01, PNorm = 164.2967, GNorm = 7.9232, lr_0 = 9.0407e-04
Validation prc-auc = 0.031642
Epoch 1939
Validation prc-auc = 0.030179
Epoch 1940
Validation prc-auc = 0.028640
Epoch 1941
Validation prc-auc = 0.027739
Epoch 1942
Validation prc-auc = 0.027581
Epoch 1943
Loss = 6.1802e-02, PNorm = 164.6187, GNorm = 1.1772, lr_0 = 9.0386e-04
Validation prc-auc = 0.028543
Epoch 1944
Validation prc-auc = 0.029703
Epoch 1945
Validation prc-auc = 0.029748
Epoch 1946
Validation prc-auc = 0.029506
Epoch 1947
Validation prc-auc = 0.029602
Epoch 1948
Loss = 5.5811e-03, PNorm = 164.9524, GNorm = 0.2851, lr_0 = 9.0362e-04
Validation prc-auc = 0.030666
Epoch 1949
Validation prc-auc = 0.030930
Epoch 1950
Validation prc-auc = 0.030902
Epoch 1951
Validation prc-auc = 0.030626
Epoch 1952
Loss = 5.4047e-02, PNorm = 165.1262, GNorm = 1.6039, lr_0 = 9.0341e-04
Loss = 3.0220e-04, PNorm = 165.1341, GNorm = 0.0227, lr_0 = 9.0340e-04
Validation prc-auc = 0.031470
Epoch 1953
Validation prc-auc = 0.032530
Epoch 1954
Validation prc-auc = 0.032538
Epoch 1955
Validation prc-auc = 0.032206
Epoch 1956
Validation prc-auc = 0.030850
Epoch 1957
Loss = 3.7386e-03, PNorm = 165.2352, GNorm = 0.0824, lr_0 = 9.0317e-04
Loss = 3.6794e-04, PNorm = 165.2422, GNorm = 0.0336, lr_0 = 9.0316e-04
Validation prc-auc = 0.030242
Epoch 1958
Validation prc-auc = 0.029740
Epoch 1959
Validation prc-auc = 0.029317
Epoch 1960
Validation prc-auc = 0.028946
Epoch 1961
Validation prc-auc = 0.028773
Epoch 1962
Loss = 1.9099e-03, PNorm = 165.3091, GNorm = 0.1076, lr_0 = 9.0295e-04
Validation prc-auc = 0.028479
Epoch 1963
Validation prc-auc = 0.028458
Epoch 1964
Validation prc-auc = 0.028474
Epoch 1965
Validation prc-auc = 0.028660
Epoch 1966
Loss = 3.1037e-03, PNorm = 165.3555, GNorm = 0.0113, lr_0 = 9.0273e-04
Validation prc-auc = 0.028774
Epoch 1967
Validation prc-auc = 0.028917
Epoch 1968
Validation prc-auc = 0.029053
Epoch 1969
Validation prc-auc = 0.029093
Epoch 1970
Validation prc-auc = 0.029128
Epoch 1971
Loss = 4.9169e-03, PNorm = 165.3952, GNorm = 0.5069, lr_0 = 9.0250e-04
Loss = 1.7342e-03, PNorm = 165.3984, GNorm = 0.1854, lr_0 = 9.0249e-04
Validation prc-auc = 0.029210
Epoch 1972
Validation prc-auc = 0.029446
Epoch 1973
Validation prc-auc = 0.029807
Epoch 1974
Validation prc-auc = 0.029993
Epoch 1975
Validation prc-auc = 0.029862
Epoch 1976
Loss = 1.8019e-04, PNorm = 165.4429, GNorm = 0.0166, lr_0 = 9.0228e-04
Validation prc-auc = 0.029581
Epoch 1977
Validation prc-auc = 0.029718
Epoch 1978
Validation prc-auc = 0.031004
Epoch 1979
Validation prc-auc = 0.031894
Epoch 1980
Validation prc-auc = 0.031936
Epoch 1981
Loss = 2.3336e-04, PNorm = 165.4807, GNorm = 0.0141, lr_0 = 9.0204e-04
Validation prc-auc = 0.031560
Epoch 1982
Validation prc-auc = 0.031986
Epoch 1983
Validation prc-auc = 0.032247
Epoch 1984
Validation prc-auc = 0.031869
Epoch 1985
Loss = 9.5315e-02, PNorm = 165.5226, GNorm = 0.1091, lr_0 = 9.0183e-04
Loss = 3.1628e-05, PNorm = 165.5253, GNorm = 0.0039, lr_0 = 9.0181e-04
Validation prc-auc = 0.030720
Epoch 1986
Validation prc-auc = 0.029395
Epoch 1987
Validation prc-auc = 0.026208
Epoch 1988
Validation prc-auc = 0.024356
Epoch 1989
Validation prc-auc = 0.022935
Epoch 1990
Loss = 8.2539e-02, PNorm = 165.6644, GNorm = 0.8541, lr_0 = 9.0159e-04
Loss = 4.2962e-01, PNorm = 165.6789, GNorm = 9.3800, lr_0 = 9.0157e-04
Validation prc-auc = 0.022105
Epoch 1991
Validation prc-auc = 0.023240
Epoch 1992
Validation prc-auc = 0.024445
Epoch 1993
Validation prc-auc = 0.025931
Epoch 1994
Validation prc-auc = 0.028334
Epoch 1995
Loss = 1.6841e-02, PNorm = 165.9363, GNorm = 0.5436, lr_0 = 9.0137e-04
Validation prc-auc = 0.030639
Epoch 1996
Validation prc-auc = 0.031246
Epoch 1997
Validation prc-auc = 0.030349
Epoch 1998
Validation prc-auc = 0.029443
Epoch 1999
Loss = 4.2842e-02, PNorm = 166.2514, GNorm = 1.3331, lr_0 = 9.0114e-04
Validation prc-auc = 0.029160
Model 0 best validation prc-auc = 0.052594 on epoch 53
Loading pretrained parameter "encoder.encoder.0.cached_zero_vector".
Loading pretrained parameter "encoder.encoder.0.W_i.weight".
Loading pretrained parameter "encoder.encoder.0.W_h.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.bias".
Loading pretrained parameter "ffn.1.weight".
Loading pretrained parameter "ffn.1.bias".
Loading pretrained parameter "ffn.4.weight".
Loading pretrained parameter "ffn.4.bias".
Loading pretrained parameter "ffn.7.weight".
Loading pretrained parameter "ffn.7.bias".
Moving model to cuda
Model 0 test prc-auc = 0.027766
Ensemble test prc-auc = 0.027766
Fold 3
Splitting data with seed 3
Class sizes
sars_cov_two_active 0: 98.39%, 1: 1.61%
Total size = 3,291 | train size = 3,291 | val size = 1,093 | test size = 1,084
With class_balance, effective train size = 106
Building model 0
MoleculeModel(
  (sigmoid): Sigmoid()
  (encoder): MPN(
    (encoder): ModuleList(
      (0): MPNEncoder(
        (dropout_layer): Dropout(p=0.30000000000000004, inplace=False)
        (act_func): ReLU()
        (W_i): Linear(in_features=147, out_features=2000, bias=False)
        (W_h): Linear(in_features=2000, out_features=2000, bias=False)
        (W_o): Linear(in_features=2133, out_features=2000, bias=True)
      )
    )
  )
  (ffn): Sequential(
    (0): Dropout(p=0.30000000000000004, inplace=False)
    (1): Linear(in_features=2000, out_features=2000, bias=True)
    (2): ReLU()
    (3): Dropout(p=0.30000000000000004, inplace=False)
    (4): Linear(in_features=2000, out_features=2000, bias=True)
    (5): ReLU()
    (6): Dropout(p=0.30000000000000004, inplace=False)
    (7): Linear(in_features=2000, out_features=1, bias=True)
  )
)
Number of parameters = 16,568,001
Moving model to cuda
Epoch 0
Validation prc-auc = 0.010343
Epoch 1
Validation prc-auc = 0.016341
Epoch 2
Validation prc-auc = 0.010858
Epoch 3
Validation prc-auc = 0.026390
Epoch 4
Loss = 7.5318e-01, PNorm = 91.3488, GNorm = 2.5194, lr_0 = 2.0385e-04
Loss = 6.9288e-01, PNorm = 91.3519, GNorm = 5.6218, lr_0 = 2.1077e-04
Validation prc-auc = 0.034496
Epoch 5
Validation prc-auc = 0.035216
Epoch 6
Validation prc-auc = 0.028729
Epoch 7
Validation prc-auc = 0.024227
Epoch 8
Validation prc-auc = 0.011301
Epoch 9
Loss = 7.7038e-01, PNorm = 91.4028, GNorm = 3.6271, lr_0 = 3.0077e-04
Validation prc-auc = 0.026924
Epoch 10
Validation prc-auc = 0.054452
Epoch 11
Validation prc-auc = 0.041347
Epoch 12
Validation prc-auc = 0.049933
Epoch 13
Validation prc-auc = 0.044320
Epoch 14
Loss = 7.0718e-01, PNorm = 91.4781, GNorm = 0.9229, lr_0 = 4.0462e-04
Validation prc-auc = 0.037570
Epoch 15
Validation prc-auc = 0.039496
Epoch 16
Validation prc-auc = 0.033366
Epoch 17
Validation prc-auc = 0.042473
Epoch 18
Loss = 6.9412e-01, PNorm = 91.5521, GNorm = 1.4425, lr_0 = 4.9462e-04
Loss = 7.2599e-01, PNorm = 91.5582, GNorm = 2.6095, lr_0 = 5.0154e-04
Validation prc-auc = 0.037196
Epoch 19
Validation prc-auc = 0.040420
Epoch 20
Validation prc-auc = 0.029810
Epoch 21
Validation prc-auc = 0.021384
Epoch 22
Validation prc-auc = 0.019886
Epoch 23
Loss = 6.4867e-01, PNorm = 91.6720, GNorm = 0.8765, lr_0 = 5.9846e-04
Loss = 4.2186e-01, PNorm = 91.6834, GNorm = 2.1206, lr_0 = 6.0538e-04
Validation prc-auc = 0.021573
Epoch 24
Validation prc-auc = 0.025686
Epoch 25
Validation prc-auc = 0.028020
Epoch 26
Validation prc-auc = 0.023951
Epoch 27
Validation prc-auc = 0.022533
Epoch 28
Loss = 7.1744e-01, PNorm = 91.8238, GNorm = 1.1492, lr_0 = 6.9538e-04
Validation prc-auc = 0.020418
Epoch 29
Validation prc-auc = 0.018986
Epoch 30
Validation prc-auc = 0.018957
Epoch 31
Validation prc-auc = 0.019303
Epoch 32
Validation prc-auc = 0.019357
Epoch 33
Loss = 6.4108e-01, PNorm = 91.9897, GNorm = 0.4512, lr_0 = 7.9923e-04
Validation prc-auc = 0.019199
Epoch 34
Validation prc-auc = 0.021871
Epoch 35
Validation prc-auc = 0.023234
Epoch 36
Validation prc-auc = 0.021133
Epoch 37
Loss = 6.4779e-01, PNorm = 92.1316, GNorm = 0.6894, lr_0 = 8.8923e-04
Loss = 6.5789e-01, PNorm = 92.1438, GNorm = 1.7105, lr_0 = 8.9615e-04
Validation prc-auc = 0.020440
Epoch 38
Validation prc-auc = 0.029183
Epoch 39
Validation prc-auc = 0.020242
Epoch 40
Validation prc-auc = 0.020719
Epoch 41
Validation prc-auc = 0.019117
Epoch 42
Loss = 6.2898e-01, PNorm = 92.3309, GNorm = 0.8923, lr_0 = 9.8615e-04
Validation prc-auc = 0.019026
Epoch 43
Validation prc-auc = 0.020617
Epoch 44
Validation prc-auc = 0.031134
Epoch 45
Validation prc-auc = 0.042991
Epoch 46
Validation prc-auc = 0.024585
Epoch 47
Loss = 5.8434e-01, PNorm = 92.5810, GNorm = 0.5554, lr_0 = 9.9977e-04
Validation prc-auc = 0.021803
Epoch 48
Validation prc-auc = 0.022170
Epoch 49
Validation prc-auc = 0.022556
Epoch 50
Validation prc-auc = 0.021780
Epoch 51
Loss = 5.8111e-01, PNorm = 92.8197, GNorm = 0.7005, lr_0 = 9.9954e-04
Loss = 4.5084e-01, PNorm = 92.8409, GNorm = 1.1706, lr_0 = 9.9952e-04
Validation prc-auc = 0.021658
Epoch 52
Validation prc-auc = 0.020708
Epoch 53
Validation prc-auc = 0.021580
Epoch 54
Validation prc-auc = 0.019907
Epoch 55
Validation prc-auc = 0.021794
Epoch 56
Loss = 6.5549e-01, PNorm = 93.1065, GNorm = 1.2164, lr_0 = 9.9927e-04
Loss = 6.2564e-01, PNorm = 93.1251, GNorm = 1.2482, lr_0 = 9.9926e-04
Validation prc-auc = 0.023576
Epoch 57
Validation prc-auc = 0.022530
Epoch 58
Validation prc-auc = 0.022810
Epoch 59
Validation prc-auc = 0.022152
Epoch 60
Validation prc-auc = 0.021463
Epoch 61
Loss = 6.5557e-01, PNorm = 93.3483, GNorm = 0.8008, lr_0 = 9.9903e-04
Validation prc-auc = 0.019910
Epoch 62
Validation prc-auc = 0.019532
Epoch 63
Validation prc-auc = 0.019748
Epoch 64
Validation prc-auc = 0.019775
Epoch 65
Validation prc-auc = 0.018916
Epoch 66
Loss = 5.8390e-01, PNorm = 93.6261, GNorm = 1.4484, lr_0 = 9.9876e-04
Validation prc-auc = 0.017711
Epoch 67
Validation prc-auc = 0.016606
Epoch 68
Validation prc-auc = 0.018440
Epoch 69
Validation prc-auc = 0.018372
Epoch 70
Loss = 5.6971e-01, PNorm = 93.8981, GNorm = 0.6119, lr_0 = 9.9853e-04
Loss = 6.3177e-01, PNorm = 93.9197, GNorm = 1.0274, lr_0 = 9.9851e-04
Validation prc-auc = 0.019744
Epoch 71
Validation prc-auc = 0.020324
Epoch 72
Validation prc-auc = 0.022432
Epoch 73
Validation prc-auc = 0.022494
Epoch 74
Validation prc-auc = 0.020798
Epoch 75
Loss = 5.5861e-01, PNorm = 94.1790, GNorm = 0.5394, lr_0 = 9.9828e-04
Validation prc-auc = 0.021937
Epoch 76
Validation prc-auc = 0.019975
Epoch 77
Validation prc-auc = 0.022698
Epoch 78
Validation prc-auc = 0.021667
Epoch 79
Validation prc-auc = 0.022216
Epoch 80
Loss = 4.5731e-01, PNorm = 94.5154, GNorm = 0.7046, lr_0 = 9.9802e-04
Validation prc-auc = 0.023782
Epoch 81
Validation prc-auc = 0.025218
Epoch 82
Validation prc-auc = 0.025170
Epoch 83
Validation prc-auc = 0.024807
Epoch 84
Loss = 4.9157e-01, PNorm = 94.8568, GNorm = 0.6719, lr_0 = 9.9779e-04
Loss = 1.9095e-01, PNorm = 94.8864, GNorm = 0.9419, lr_0 = 9.9777e-04
Validation prc-auc = 0.025521
Epoch 85
Validation prc-auc = 0.025449
Epoch 86
Validation prc-auc = 0.024584
Epoch 87
Validation prc-auc = 0.022648
Epoch 88
Validation prc-auc = 0.021551
Epoch 89
Loss = 5.1299e-01, PNorm = 95.2729, GNorm = 1.4423, lr_0 = 9.9752e-04
Loss = 8.1282e-01, PNorm = 95.3006, GNorm = 2.3233, lr_0 = 9.9750e-04
Validation prc-auc = 0.025389
Epoch 90
Validation prc-auc = 0.021534
Epoch 91
Validation prc-auc = 0.021547
Epoch 92
Validation prc-auc = 0.021119
Epoch 93
Validation prc-auc = 0.020060
Epoch 94
Loss = 5.8015e-01, PNorm = 95.6525, GNorm = 2.7180, lr_0 = 9.9727e-04
Validation prc-auc = 0.020803
Epoch 95
Validation prc-auc = 0.021861
Epoch 96
Validation prc-auc = 0.024736
Epoch 97
Validation prc-auc = 0.026667
Epoch 98
Validation prc-auc = 0.024470
Epoch 99
Loss = 3.6140e-01, PNorm = 96.0650, GNorm = 0.9972, lr_0 = 9.9701e-04
Validation prc-auc = 0.022177
Epoch 100
Validation prc-auc = 0.022624
Epoch 101
Validation prc-auc = 0.028251
Epoch 102
Validation prc-auc = 0.035487
Epoch 103
Loss = 4.2077e-01, PNorm = 96.5139, GNorm = 1.2576, lr_0 = 9.9678e-04
Loss = 2.2200e-01, PNorm = 96.5560, GNorm = 1.3448, lr_0 = 9.9676e-04
Validation prc-auc = 0.029017
Epoch 104
Validation prc-auc = 0.030004
Epoch 105
Validation prc-auc = 0.027026
Epoch 106
Validation prc-auc = 0.025398
Epoch 107
Validation prc-auc = 0.025593
Epoch 108
Loss = 4.1555e-01, PNorm = 97.1174, GNorm = 0.8577, lr_0 = 9.9651e-04
Validation prc-auc = 0.022722
Epoch 109
Validation prc-auc = 0.025293
Epoch 110
Validation prc-auc = 0.026257
Epoch 111
Validation prc-auc = 0.023841
Epoch 112
Validation prc-auc = 0.020662
Epoch 113
Loss = 4.3871e-01, PNorm = 97.6065, GNorm = 2.6228, lr_0 = 9.9627e-04
Validation prc-auc = 0.019613
Epoch 114
Validation prc-auc = 0.019650
Epoch 115
Validation prc-auc = 0.028934
Epoch 116
Validation prc-auc = 0.027059
Epoch 117
Loss = 3.0087e-01, PNorm = 98.1057, GNorm = 0.9428, lr_0 = 9.9604e-04
Loss = 3.4604e-01, PNorm = 98.1429, GNorm = 4.9324, lr_0 = 9.9602e-04
Validation prc-auc = 0.019702
Epoch 118
Validation prc-auc = 0.018451
Epoch 119
Validation prc-auc = 0.021147
Epoch 120
Validation prc-auc = 0.023507
Epoch 121
Validation prc-auc = 0.025862
Epoch 122
Loss = 3.6436e-01, PNorm = 98.6649, GNorm = 0.9417, lr_0 = 9.9577e-04
Loss = 1.6294e-01, PNorm = 98.7021, GNorm = 1.0728, lr_0 = 9.9575e-04
Validation prc-auc = 0.026575
Epoch 123
Validation prc-auc = 0.027152
Epoch 124
Validation prc-auc = 0.027851
Epoch 125
Validation prc-auc = 0.027641
Epoch 126
Validation prc-auc = 0.029278
Epoch 127
Loss = 3.8473e-01, PNorm = 99.1454, GNorm = 4.9389, lr_0 = 9.9552e-04
Validation prc-auc = 0.023996
Epoch 128
Validation prc-auc = 0.023308
Epoch 129
Validation prc-auc = 0.022874
Epoch 130
Validation prc-auc = 0.022535
Epoch 131
Validation prc-auc = 0.022090
Epoch 132
Loss = 2.6819e-01, PNorm = 99.5670, GNorm = 3.3512, lr_0 = 9.9526e-04
Validation prc-auc = 0.022763
Epoch 133
Validation prc-auc = 0.021922
Epoch 134
Validation prc-auc = 0.022685
Epoch 135
Validation prc-auc = 0.024363
Epoch 136
Loss = 3.0495e-01, PNorm = 99.9833, GNorm = 1.6214, lr_0 = 9.9503e-04
Loss = 2.1272e-01, PNorm = 100.0154, GNorm = 1.6443, lr_0 = 9.9501e-04
Validation prc-auc = 0.025186
Epoch 137
Validation prc-auc = 0.029616
Epoch 138
Validation prc-auc = 0.030249
Epoch 139
Validation prc-auc = 0.028472
Epoch 140
Validation prc-auc = 0.028290
Epoch 141
Loss = 2.5950e-01, PNorm = 100.3908, GNorm = 1.5868, lr_0 = 9.9477e-04
Validation prc-auc = 0.027750
Epoch 142
Validation prc-auc = 0.028481
Epoch 143
Validation prc-auc = 0.027461
Epoch 144
Validation prc-auc = 0.027089
Epoch 145
Validation prc-auc = 0.029995
Epoch 146
Loss = 3.5072e-01, PNorm = 100.7556, GNorm = 2.3691, lr_0 = 9.9452e-04
Validation prc-auc = 0.027451
Epoch 147
Validation prc-auc = 0.023287
Epoch 148
Validation prc-auc = 0.020616
Epoch 149
Validation prc-auc = 0.025031
Epoch 150
Loss = 1.5436e-01, PNorm = 101.1529, GNorm = 1.0548, lr_0 = 9.9429e-04
Loss = 4.6537e-02, PNorm = 101.1912, GNorm = 0.9648, lr_0 = 9.9427e-04
Validation prc-auc = 0.029580
Epoch 151
Validation prc-auc = 0.029912
Epoch 152
Validation prc-auc = 0.026595
Epoch 153
Validation prc-auc = 0.025719
Epoch 154
Validation prc-auc = 0.024518
Epoch 155
Loss = 1.5123e-01, PNorm = 101.7061, GNorm = 1.4269, lr_0 = 9.9403e-04
Loss = 1.9092e-01, PNorm = 101.7386, GNorm = 11.6773, lr_0 = 9.9401e-04
Validation prc-auc = 0.025399
Epoch 156
Validation prc-auc = 0.025693
Epoch 157
Validation prc-auc = 0.025806
Epoch 158
Validation prc-auc = 0.020682
Epoch 159
Validation prc-auc = 0.022112
Epoch 160
Loss = 3.7198e-01, PNorm = 102.2282, GNorm = 1.9611, lr_0 = 9.9378e-04
Validation prc-auc = 0.019967
Epoch 161
Validation prc-auc = 0.019837
Epoch 162
Validation prc-auc = 0.021388
Epoch 163
Validation prc-auc = 0.020631
Epoch 164
Validation prc-auc = 0.020313
Epoch 165
Loss = 1.9979e-01, PNorm = 102.8945, GNorm = 2.4227, lr_0 = 9.9351e-04
Validation prc-auc = 0.020739
Epoch 166
Validation prc-auc = 0.019808
Epoch 167
Validation prc-auc = 0.019683
Epoch 168
Validation prc-auc = 0.021646
Epoch 169
Loss = 2.4214e-01, PNorm = 103.3756, GNorm = 2.3753, lr_0 = 9.9329e-04
Loss = 3.5934e-01, PNorm = 103.4220, GNorm = 1.9331, lr_0 = 9.9327e-04
Validation prc-auc = 0.025752
Epoch 170
Validation prc-auc = 0.024589
Epoch 171
Validation prc-auc = 0.022599
Epoch 172
Validation prc-auc = 0.022233
Epoch 173
Validation prc-auc = 0.023556
Epoch 174
Loss = 1.4888e-01, PNorm = 103.9519, GNorm = 0.8691, lr_0 = 9.9302e-04
Validation prc-auc = 0.024462
Epoch 175
Validation prc-auc = 0.020017
Epoch 176
Validation prc-auc = 0.019972
Epoch 177
Validation prc-auc = 0.019979
Epoch 178
Validation prc-auc = 0.020886
Epoch 179
Loss = 1.1334e-01, PNorm = 104.3062, GNorm = 1.3815, lr_0 = 9.9277e-04
Validation prc-auc = 0.021899
Epoch 180
Validation prc-auc = 0.028152
Epoch 181
Validation prc-auc = 0.029447
Epoch 182
Validation prc-auc = 0.030385
Epoch 183
Loss = 8.1163e-02, PNorm = 104.6175, GNorm = 3.1348, lr_0 = 9.9253e-04
Validation prc-auc = 0.029655
Epoch 184
Validation prc-auc = 0.028839
Epoch 185
Validation prc-auc = 0.026347
Epoch 186
Validation prc-auc = 0.026030
Epoch 187
Validation prc-auc = 0.028570
Epoch 188
Loss = 2.5289e-01, PNorm = 104.8963, GNorm = 2.7673, lr_0 = 9.9228e-04
Loss = 2.9487e-01, PNorm = 104.9221, GNorm = 4.6774, lr_0 = 9.9226e-04
Validation prc-auc = 0.027324
Epoch 189
Validation prc-auc = 0.027206
Epoch 190
Validation prc-auc = 0.028974
Epoch 191
Validation prc-auc = 0.029703
Epoch 192
Validation prc-auc = 0.026734
Epoch 193
Loss = 1.0686e-01, PNorm = 105.2884, GNorm = 1.8040, lr_0 = 9.9204e-04
Validation prc-auc = 0.027061
Epoch 194
Validation prc-auc = 0.026612
Epoch 195
Validation prc-auc = 0.027893
Epoch 196
Validation prc-auc = 0.030746
Epoch 197
Validation prc-auc = 0.030396
Epoch 198
Loss = 3.8641e-02, PNorm = 105.6100, GNorm = 0.9930, lr_0 = 9.9177e-04
Validation prc-auc = 0.032175
Epoch 199
Validation prc-auc = 0.031507
Epoch 200
Validation prc-auc = 0.030642
Epoch 201
Validation prc-auc = 0.030550
Epoch 202
Loss = 1.1680e-01, PNorm = 105.9207, GNorm = 2.3739, lr_0 = 9.9154e-04
Loss = 1.3885e-02, PNorm = 105.9417, GNorm = 0.4506, lr_0 = 9.9153e-04
Validation prc-auc = 0.031452
Epoch 203
Validation prc-auc = 0.031221
Epoch 204
Validation prc-auc = 0.030181
Epoch 205
Validation prc-auc = 0.029087
Epoch 206
Validation prc-auc = 0.027603
Epoch 207
Loss = 3.9371e-02, PNorm = 106.1599, GNorm = 0.4141, lr_0 = 9.9128e-04
Loss = 4.2012e-03, PNorm = 106.1739, GNorm = 0.1215, lr_0 = 9.9126e-04
Validation prc-auc = 0.025405
Epoch 208
Validation prc-auc = 0.024262
Epoch 209
Validation prc-auc = 0.024068
Epoch 210
Validation prc-auc = 0.023988
Epoch 211
Validation prc-auc = 0.024293
Epoch 212
Loss = 2.5532e-01, PNorm = 106.3136, GNorm = 3.0745, lr_0 = 9.9103e-04
Validation prc-auc = 0.024749
Epoch 213
Validation prc-auc = 0.024977
Epoch 214
Validation prc-auc = 0.025580
Epoch 215
Validation prc-auc = 0.026251
Epoch 216
Loss = 1.2187e-01, PNorm = 106.6279, GNorm = 0.7147, lr_0 = 9.9079e-04
Validation prc-auc = 0.027248
Epoch 217
Validation prc-auc = 0.027090
Epoch 218
Validation prc-auc = 0.025633
Epoch 219
Validation prc-auc = 0.025539
Epoch 220
Validation prc-auc = 0.026167
Epoch 221
Loss = 1.3695e-01, PNorm = 106.9458, GNorm = 1.2409, lr_0 = 9.9054e-04
Loss = 9.7421e-02, PNorm = 106.9701, GNorm = 1.0638, lr_0 = 9.9052e-04
Validation prc-auc = 0.026614
Epoch 222
Validation prc-auc = 0.026472
Epoch 223
Validation prc-auc = 0.025145
Epoch 224
Validation prc-auc = 0.024392
Epoch 225
Validation prc-auc = 0.023712
Epoch 226
Loss = 1.3168e-01, PNorm = 107.2598, GNorm = 1.2694, lr_0 = 9.9030e-04
Validation prc-auc = 0.022559
Epoch 227
Validation prc-auc = 0.022284
Epoch 228
Validation prc-auc = 0.021033
Epoch 229
Validation prc-auc = 0.021811
Epoch 230
Validation prc-auc = 0.023311
Epoch 231
Loss = 1.3432e-01, PNorm = 107.6756, GNorm = 1.9432, lr_0 = 9.9003e-04
Validation prc-auc = 0.024465
Epoch 232
Validation prc-auc = 0.027274
Epoch 233
Validation prc-auc = 0.030784
Epoch 234
Validation prc-auc = 0.031763
Epoch 235
Loss = 7.9784e-02, PNorm = 108.0424, GNorm = 1.1304, lr_0 = 9.8980e-04
Loss = 3.6355e-01, PNorm = 108.0625, GNorm = 3.0412, lr_0 = 9.8979e-04
Validation prc-auc = 0.029732
Epoch 236
Validation prc-auc = 0.030413
Epoch 237
Validation prc-auc = 0.027325
Epoch 238
Validation prc-auc = 0.025594
Epoch 239
Validation prc-auc = 0.026331
Epoch 240
Loss = 1.3136e-01, PNorm = 108.3965, GNorm = 1.3096, lr_0 = 9.8954e-04
Loss = 4.7224e-02, PNorm = 108.4233, GNorm = 0.8330, lr_0 = 9.8952e-04
Validation prc-auc = 0.026259
Epoch 241
Validation prc-auc = 0.025976
Epoch 242
Validation prc-auc = 0.025137
Epoch 243
Validation prc-auc = 0.023169
Epoch 244
Validation prc-auc = 0.022569
Epoch 245
Loss = 2.2576e-02, PNorm = 108.7059, GNorm = 1.3018, lr_0 = 9.8930e-04
Validation prc-auc = 0.026205
Epoch 246
Validation prc-auc = 0.028488
Epoch 247
Validation prc-auc = 0.030582
Epoch 248
Validation prc-auc = 0.029167
Epoch 249
Loss = 9.4002e-02, PNorm = 108.9490, GNorm = 1.0733, lr_0 = 9.8905e-04
Validation prc-auc = 0.025094
Epoch 250
Validation prc-auc = 0.024075
Epoch 251
Validation prc-auc = 0.023814
Epoch 252
Validation prc-auc = 0.024109
Epoch 253
Validation prc-auc = 0.025085
Epoch 254
Loss = 1.0100e-01, PNorm = 109.1935, GNorm = 1.4693, lr_0 = 9.8880e-04
Loss = 2.9720e-02, PNorm = 109.2085, GNorm = 1.0165, lr_0 = 9.8879e-04
Validation prc-auc = 0.025679
Epoch 255
Validation prc-auc = 0.027685
Epoch 256
Validation prc-auc = 0.029779
Epoch 257
Validation prc-auc = 0.031048
Epoch 258
Validation prc-auc = 0.031202
Epoch 259
Loss = 1.5001e-01, PNorm = 109.3513, GNorm = 0.7984, lr_0 = 9.8856e-04
Validation prc-auc = 0.025698
Epoch 260
Validation prc-auc = 0.021848
Epoch 261
Validation prc-auc = 0.019907
Epoch 262
Validation prc-auc = 0.018940
Epoch 263
Validation prc-auc = 0.018767
Epoch 264
Loss = 2.2162e-01, PNorm = 109.6078, GNorm = 3.0014, lr_0 = 9.8830e-04
Validation prc-auc = 0.018604
Epoch 265
Validation prc-auc = 0.018057
Epoch 266
Validation prc-auc = 0.018312
Epoch 267
Validation prc-auc = 0.018767
Epoch 268
Loss = 2.0125e-01, PNorm = 109.8804, GNorm = 1.1081, lr_0 = 9.8807e-04
Loss = 1.4151e-01, PNorm = 109.9037, GNorm = 3.5064, lr_0 = 9.8805e-04
Validation prc-auc = 0.019312
Epoch 269
Validation prc-auc = 0.020858
Epoch 270
Validation prc-auc = 0.022582
Epoch 271
Validation prc-auc = 0.022609
Epoch 272
Validation prc-auc = 0.021883
Epoch 273
Loss = 7.2876e-02, PNorm = 110.1994, GNorm = 1.1005, lr_0 = 9.8781e-04
Loss = 1.0885e-02, PNorm = 110.2174, GNorm = 0.1815, lr_0 = 9.8779e-04
Validation prc-auc = 0.022302
Epoch 274
Validation prc-auc = 0.022424
Epoch 275
Validation prc-auc = 0.022121
Epoch 276
Validation prc-auc = 0.021355
Epoch 277
Validation prc-auc = 0.020856
Epoch 278
Loss = 5.8093e-03, PNorm = 110.3911, GNorm = 0.1323, lr_0 = 9.8756e-04
Validation prc-auc = 0.020967
Epoch 279
Validation prc-auc = 0.021980
Epoch 280
Validation prc-auc = 0.022371
Epoch 281
Validation prc-auc = 0.022159
Epoch 282
Validation prc-auc = 0.021560
Epoch 283
Loss = 2.7284e-01, PNorm = 110.5197, GNorm = 2.2390, lr_0 = 9.8730e-04
Validation prc-auc = 0.022469
Epoch 284
Validation prc-auc = 0.022580
Epoch 285
Validation prc-auc = 0.022496
Epoch 286
Validation prc-auc = 0.022472
Epoch 287
Loss = 4.7840e-02, PNorm = 110.7136, GNorm = 1.0313, lr_0 = 9.8707e-04
Loss = 9.5136e-03, PNorm = 110.7304, GNorm = 0.2578, lr_0 = 9.8705e-04
Validation prc-auc = 0.022943
Epoch 288
Validation prc-auc = 0.023913
Epoch 289
Validation prc-auc = 0.024873
Epoch 290
Validation prc-auc = 0.026175
Epoch 291
Validation prc-auc = 0.027794
Epoch 292
Loss = 8.7195e-02, PNorm = 110.9125, GNorm = 1.5362, lr_0 = 9.8683e-04
Validation prc-auc = 0.027482
Epoch 293
Validation prc-auc = 0.027460
Epoch 294
Validation prc-auc = 0.027431
Epoch 295
Validation prc-auc = 0.027665
Epoch 296
Validation prc-auc = 0.028044
Epoch 297
Loss = 1.4395e-02, PNorm = 111.0580, GNorm = 0.3128, lr_0 = 9.8656e-04
Validation prc-auc = 0.027424
Epoch 298
Validation prc-auc = 0.027182
Epoch 299
Validation prc-auc = 0.028707
Epoch 300
Validation prc-auc = 0.028231
Epoch 301
Loss = 8.1382e-02, PNorm = 111.2238, GNorm = 1.8099, lr_0 = 9.8634e-04
Loss = 4.1918e-01, PNorm = 111.2419, GNorm = 6.8347, lr_0 = 9.8632e-04
Validation prc-auc = 0.026156
Epoch 302
Validation prc-auc = 0.025829
Epoch 303
Validation prc-auc = 0.024193
Epoch 304
Validation prc-auc = 0.023272
Epoch 305
Validation prc-auc = 0.023203
Epoch 306
Loss = 1.3448e-01, PNorm = 111.4756, GNorm = 1.7595, lr_0 = 9.8607e-04
Loss = 4.5265e-03, PNorm = 111.4898, GNorm = 0.1470, lr_0 = 9.8606e-04
Validation prc-auc = 0.023069
Epoch 307
Validation prc-auc = 0.022832
Epoch 308
Validation prc-auc = 0.023638
Epoch 309
Validation prc-auc = 0.023826
Epoch 310
Validation prc-auc = 0.024820
Epoch 311
Loss = 2.0075e-01, PNorm = 111.6860, GNorm = 1.2012, lr_0 = 9.8583e-04
Validation prc-auc = 0.025942
Epoch 312
Validation prc-auc = 0.026421
Epoch 313
Validation prc-auc = 0.027243
Epoch 314
Validation prc-auc = 0.024564
Epoch 315
Validation prc-auc = 0.023672
Epoch 316
Loss = 5.7580e-02, PNorm = 111.9426, GNorm = 0.8901, lr_0 = 9.8557e-04
Validation prc-auc = 0.023399
Epoch 317
Validation prc-auc = 0.025152
Epoch 318
Validation prc-auc = 0.027820
Epoch 319
Validation prc-auc = 0.029771
Epoch 320
Loss = 1.0154e-01, PNorm = 112.1393, GNorm = 0.5371, lr_0 = 9.8534e-04
Loss = 4.1704e-01, PNorm = 112.1529, GNorm = 5.0859, lr_0 = 9.8532e-04
Validation prc-auc = 0.031765
Epoch 321
Validation prc-auc = 0.033481
Epoch 322
Validation prc-auc = 0.032702
Epoch 323
Validation prc-auc = 0.034653
Epoch 324
Validation prc-auc = 0.036057
Epoch 325
Loss = 5.9384e-02, PNorm = 112.3581, GNorm = 1.0514, lr_0 = 9.8509e-04
Validation prc-auc = 0.036612
Epoch 326
Validation prc-auc = 0.033230
Epoch 327
Validation prc-auc = 0.030037
Epoch 328
Validation prc-auc = 0.029377
Epoch 329
Validation prc-auc = 0.029553
Epoch 330
Loss = 3.0229e-02, PNorm = 112.6139, GNorm = 0.3493, lr_0 = 9.8483e-04
Validation prc-auc = 0.030141
Epoch 331
Validation prc-auc = 0.029217
Epoch 332
Validation prc-auc = 0.027067
Epoch 333
Validation prc-auc = 0.026729
Epoch 334
Loss = 1.1158e-01, PNorm = 112.8366, GNorm = 1.0092, lr_0 = 9.8461e-04
Loss = 8.4680e-02, PNorm = 112.8563, GNorm = 2.2096, lr_0 = 9.8459e-04
Validation prc-auc = 0.025955
Epoch 335
Validation prc-auc = 0.025005
Epoch 336
Validation prc-auc = 0.023234
Epoch 337
Validation prc-auc = 0.023074
Epoch 338
Validation prc-auc = 0.023827
Epoch 339
Loss = 2.3107e-01, PNorm = 113.1141, GNorm = 2.5483, lr_0 = 9.8434e-04
Loss = 4.5708e-03, PNorm = 113.1350, GNorm = 0.1677, lr_0 = 9.8433e-04
Validation prc-auc = 0.023259
Epoch 340
Validation prc-auc = 0.023552
Epoch 341
Validation prc-auc = 0.023727
Epoch 342
Validation prc-auc = 0.024381
Epoch 343
Validation prc-auc = 0.025619
Epoch 344
Loss = 3.0035e-01, PNorm = 113.3778, GNorm = 4.2148, lr_0 = 9.8410e-04
Validation prc-auc = 0.026024
Epoch 345
Validation prc-auc = 0.026816
Epoch 346
Validation prc-auc = 0.027486
Epoch 347
Validation prc-auc = 0.028802
Epoch 348
Validation prc-auc = 0.030398
Epoch 349
Loss = 1.4609e-01, PNorm = 113.6721, GNorm = 2.1080, lr_0 = 9.8384e-04
Validation prc-auc = 0.029547
Epoch 350
Validation prc-auc = 0.029094
Epoch 351
Validation prc-auc = 0.029394
Epoch 352
Validation prc-auc = 0.026217
Epoch 353
Loss = 1.0629e-01, PNorm = 113.9016, GNorm = 1.5288, lr_0 = 9.8361e-04
Loss = 2.7865e-02, PNorm = 113.9198, GNorm = 0.5573, lr_0 = 9.8359e-04
Validation prc-auc = 0.025145
Epoch 354
Validation prc-auc = 0.023980
Epoch 355
Validation prc-auc = 0.023362
Epoch 356
Validation prc-auc = 0.023584
Epoch 357
Validation prc-auc = 0.025136
Epoch 358
Loss = 8.2789e-02, PNorm = 114.2471, GNorm = 1.2888, lr_0 = 9.8335e-04
Validation prc-auc = 0.029150
Epoch 359
Validation prc-auc = 0.028675
Epoch 360
Validation prc-auc = 0.030177
Epoch 361
Validation prc-auc = 0.032138
Epoch 362
Validation prc-auc = 0.033320
Epoch 363
Loss = 6.8614e-03, PNorm = 114.5369, GNorm = 0.1695, lr_0 = 9.8311e-04
Validation prc-auc = 0.037352
Epoch 364
Validation prc-auc = 0.039391
Epoch 365
Validation prc-auc = 0.039906
Epoch 366
Validation prc-auc = 0.035444
Epoch 367
Loss = 1.5250e-01, PNorm = 114.6910, GNorm = 5.0549, lr_0 = 9.8288e-04
Loss = 3.8391e-02, PNorm = 114.7090, GNorm = 1.1394, lr_0 = 9.8286e-04
Validation prc-auc = 0.033474
Epoch 368
Validation prc-auc = 0.028837
Epoch 369
Validation prc-auc = 0.028336
Epoch 370
Validation prc-auc = 0.027752
Epoch 371
Validation prc-auc = 0.027077
Epoch 372
Loss = 1.1133e-01, PNorm = 114.9273, GNorm = 3.5123, lr_0 = 9.8262e-04
Loss = 1.4158e-02, PNorm = 114.9397, GNorm = 0.3799, lr_0 = 9.8260e-04
Validation prc-auc = 0.029710
Epoch 373
Validation prc-auc = 0.033920
Epoch 374
Validation prc-auc = 0.038365
Epoch 375
Validation prc-auc = 0.037402
Epoch 376
Validation prc-auc = 0.034853
Epoch 377
Loss = 5.7847e-02, PNorm = 115.0806, GNorm = 0.7682, lr_0 = 9.8237e-04
Validation prc-auc = 0.032946
Epoch 378
Validation prc-auc = 0.032666
Epoch 379
Validation prc-auc = 0.032297
Epoch 380
Validation prc-auc = 0.032426
Epoch 381
Validation prc-auc = 0.032976
Epoch 382
Loss = 2.6120e-02, PNorm = 115.2006, GNorm = 1.1299, lr_0 = 9.8211e-04
Validation prc-auc = 0.032668
Epoch 383
Validation prc-auc = 0.033760
Epoch 384
Validation prc-auc = 0.033793
Epoch 385
Validation prc-auc = 0.033446
Epoch 386
Loss = 1.4368e-02, PNorm = 115.2709, GNorm = 0.5644, lr_0 = 9.8189e-04
Loss = 8.8202e-03, PNorm = 115.2756, GNorm = 0.1897, lr_0 = 9.8187e-04
Validation prc-auc = 0.032502
Epoch 387
Validation prc-auc = 0.031933
Epoch 388
Validation prc-auc = 0.031501
Epoch 389
Validation prc-auc = 0.032899
Epoch 390
Validation prc-auc = 0.033317
Epoch 391
Loss = 5.6179e-02, PNorm = 115.3624, GNorm = 2.4843, lr_0 = 9.8163e-04
Validation prc-auc = 0.032436
Epoch 392
Validation prc-auc = 0.032680
Epoch 393
Validation prc-auc = 0.031474
Epoch 394
Validation prc-auc = 0.030879
Epoch 395
Validation prc-auc = 0.030694
Epoch 396
Loss = 4.2363e-03, PNorm = 115.5488, GNorm = 0.1664, lr_0 = 9.8138e-04
Validation prc-auc = 0.030439
Epoch 397
Validation prc-auc = 0.031712
Epoch 398
Validation prc-auc = 0.030933
Epoch 399
Validation prc-auc = 0.028398
Epoch 400
Loss = 1.4268e-02, PNorm = 115.7337, GNorm = 0.2490, lr_0 = 9.8116e-04
Loss = 1.3102e-03, PNorm = 115.7497, GNorm = 0.0542, lr_0 = 9.8114e-04
Validation prc-auc = 0.027076
Epoch 401
Validation prc-auc = 0.027761
Epoch 402
Validation prc-auc = 0.027343
Epoch 403
Validation prc-auc = 0.026010
Epoch 404
Validation prc-auc = 0.026102
Epoch 405
Loss = 7.7421e-02, PNorm = 115.9186, GNorm = 2.1806, lr_0 = 9.8089e-04
Loss = 7.1445e-03, PNorm = 115.9284, GNorm = 0.1692, lr_0 = 9.8088e-04
Validation prc-auc = 0.026550
Epoch 406
Validation prc-auc = 0.026942
Epoch 407
Validation prc-auc = 0.026387
Epoch 408
Validation prc-auc = 0.024884
Epoch 409
Validation prc-auc = 0.023498
Epoch 410
Loss = 1.3919e-01, PNorm = 116.0504, GNorm = 1.1785, lr_0 = 9.8065e-04
Validation prc-auc = 0.023482
Epoch 411
Validation prc-auc = 0.024598
Epoch 412
Validation prc-auc = 0.025005
Epoch 413
Validation prc-auc = 0.025510
Epoch 414
Validation prc-auc = 0.025942
Epoch 415
Loss = 1.8152e-01, PNorm = 116.2853, GNorm = 1.1364, lr_0 = 9.8039e-04
Validation prc-auc = 0.026978
Epoch 416
Validation prc-auc = 0.028454
Epoch 417
Validation prc-auc = 0.029445
Epoch 418
Validation prc-auc = 0.030118
Epoch 419
Loss = 1.0931e-01, PNorm = 116.4129, GNorm = 1.2977, lr_0 = 9.8016e-04
Loss = 2.8647e-03, PNorm = 116.4219, GNorm = 0.1040, lr_0 = 9.8015e-04
Validation prc-auc = 0.029092
Epoch 420
Validation prc-auc = 0.029577
Epoch 421
Validation prc-auc = 0.029896
Epoch 422
Validation prc-auc = 0.030216
Epoch 423
Validation prc-auc = 0.030998
Epoch 424
Loss = 7.7820e-03, PNorm = 116.5150, GNorm = 0.1676, lr_0 = 9.7990e-04
Validation prc-auc = 0.030643
Epoch 425
Validation prc-auc = 0.030735
Epoch 426
Validation prc-auc = 0.032169
Epoch 427
Validation prc-auc = 0.032022
Epoch 428
Validation prc-auc = 0.030473
Epoch 429
Loss = 9.3417e-03, PNorm = 116.6352, GNorm = 0.2856, lr_0 = 9.7966e-04
Validation prc-auc = 0.029990
Epoch 430
Validation prc-auc = 0.027979
Epoch 431
Validation prc-auc = 0.026933
Epoch 432
Validation prc-auc = 0.028052
Epoch 433
Loss = 5.7126e-02, PNorm = 116.7696, GNorm = 0.4679, lr_0 = 9.7942e-04
Validation prc-auc = 0.030507
Epoch 434
Validation prc-auc = 0.031970
Epoch 435
Validation prc-auc = 0.033429
Epoch 436
Validation prc-auc = 0.034772
Epoch 437
Validation prc-auc = 0.034966
Epoch 438
Loss = 9.0368e-02, PNorm = 116.9171, GNorm = 0.9483, lr_0 = 9.7917e-04
Loss = 3.1267e-03, PNorm = 116.9242, GNorm = 0.0874, lr_0 = 9.7916e-04
Validation prc-auc = 0.035869
Epoch 439
Validation prc-auc = 0.035555
Epoch 440
Validation prc-auc = 0.036861
Epoch 441
Validation prc-auc = 0.036064
Epoch 442
Validation prc-auc = 0.035095
Epoch 443
Loss = 7.6842e-03, PNorm = 117.0527, GNorm = 0.4383, lr_0 = 9.7893e-04
Validation prc-auc = 0.036152
Epoch 444
Validation prc-auc = 0.036741
Epoch 445
Validation prc-auc = 0.038427
Epoch 446
Validation prc-auc = 0.037129
Epoch 447
Validation prc-auc = 0.036960
Epoch 448
Loss = 8.9337e-02, PNorm = 117.1848, GNorm = 2.6693, lr_0 = 9.7867e-04
Validation prc-auc = 0.037722
Epoch 449
Validation prc-auc = 0.036827
Epoch 450
Validation prc-auc = 0.035876
Epoch 451
Validation prc-auc = 0.033310
Epoch 452
Loss = 2.9184e-02, PNorm = 117.3552, GNorm = 0.8953, lr_0 = 9.7845e-04
Loss = 6.8745e-04, PNorm = 117.3694, GNorm = 0.0250, lr_0 = 9.7843e-04
Validation prc-auc = 0.032400
Epoch 453
Validation prc-auc = 0.032378
Epoch 454
Validation prc-auc = 0.031370
Epoch 455
Validation prc-auc = 0.031439
Epoch 456
Validation prc-auc = 0.030682
Epoch 457
Loss = 4.3575e-02, PNorm = 117.5397, GNorm = 0.8643, lr_0 = 9.7819e-04
Loss = 3.2442e-02, PNorm = 117.5530, GNorm = 0.8079, lr_0 = 9.7817e-04
Validation prc-auc = 0.032766
Epoch 458
Validation prc-auc = 0.034149
Epoch 459
Validation prc-auc = 0.034129
Epoch 460
Validation prc-auc = 0.034554
Epoch 461
Validation prc-auc = 0.034894
Epoch 462
Loss = 1.2822e-01, PNorm = 117.6981, GNorm = 2.7782, lr_0 = 9.7794e-04
Validation prc-auc = 0.035715
Epoch 463
Validation prc-auc = 0.030099
Epoch 464
Validation prc-auc = 0.027389
Epoch 465
Validation prc-auc = 0.027076
Epoch 466
Loss = 1.9573e-02, PNorm = 117.8056, GNorm = 0.0194, lr_0 = 9.7770e-04
Validation prc-auc = 0.026864
Epoch 467
Validation prc-auc = 0.026395
Epoch 468
Validation prc-auc = 0.026544
Epoch 469
Validation prc-auc = 0.026231
Epoch 470
Validation prc-auc = 0.027475
Epoch 471
Loss = 5.1481e-02, PNorm = 117.9511, GNorm = 0.8610, lr_0 = 9.7746e-04
Loss = 2.7990e-02, PNorm = 117.9678, GNorm = 0.4518, lr_0 = 9.7744e-04
Validation prc-auc = 0.029268
Epoch 472
Validation prc-auc = 0.028809
Epoch 473
Validation prc-auc = 0.026559
Epoch 474
Validation prc-auc = 0.025263
Epoch 475
Validation prc-auc = 0.025399
Epoch 476
Loss = 2.2580e-02, PNorm = 118.1554, GNorm = 0.3935, lr_0 = 9.7721e-04
Validation prc-auc = 0.025851
Epoch 477
Validation prc-auc = 0.026211
Epoch 478
Validation prc-auc = 0.025844
Epoch 479
Validation prc-auc = 0.026186
Epoch 480
Validation prc-auc = 0.026362
Epoch 481
Loss = 1.3006e-01, PNorm = 118.2986, GNorm = 0.7906, lr_0 = 9.7695e-04
Validation prc-auc = 0.025978
Epoch 482
Validation prc-auc = 0.025069
Epoch 483
Validation prc-auc = 0.024201
Epoch 484
Validation prc-auc = 0.025973
Epoch 485
Loss = 6.9232e-02, PNorm = 118.3972, GNorm = 1.1128, lr_0 = 9.7673e-04
Loss = 3.0273e-03, PNorm = 118.4075, GNorm = 0.1022, lr_0 = 9.7671e-04
Validation prc-auc = 0.029631
Epoch 486
Validation prc-auc = 0.032244
Epoch 487
Validation prc-auc = 0.034792
Epoch 488
Validation prc-auc = 0.035495
Epoch 489
Validation prc-auc = 0.035805
Epoch 490
Loss = 4.7433e-02, PNorm = 118.5335, GNorm = 1.0989, lr_0 = 9.7647e-04
Loss = 1.1030e-02, PNorm = 118.5405, GNorm = 0.2436, lr_0 = 9.7645e-04
Validation prc-auc = 0.034741
Epoch 491
Validation prc-auc = 0.033937
Epoch 492
Validation prc-auc = 0.032102
Epoch 493
Validation prc-auc = 0.029930
Epoch 494
Validation prc-auc = 0.029822
Epoch 495
Loss = 1.0098e-02, PNorm = 118.6419, GNorm = 0.4578, lr_0 = 9.7623e-04
Validation prc-auc = 0.029874
Epoch 496
Validation prc-auc = 0.030235
Epoch 497
Validation prc-auc = 0.030726
Epoch 498
Validation prc-auc = 0.029948
Epoch 499
Loss = 1.0013e-02, PNorm = 118.7536, GNorm = 0.1154, lr_0 = 9.7599e-04
Validation prc-auc = 0.029966
Epoch 500
Validation prc-auc = 0.029757
Epoch 501
Validation prc-auc = 0.030306
Epoch 502
Validation prc-auc = 0.029871
Epoch 503
Validation prc-auc = 0.029684
Epoch 504
Loss = 3.9477e-02, PNorm = 118.8311, GNorm = 0.9567, lr_0 = 9.7574e-04
Loss = 6.7599e-03, PNorm = 118.8365, GNorm = 0.1871, lr_0 = 9.7573e-04
Validation prc-auc = 0.030665
Epoch 505
Validation prc-auc = 0.031275
Epoch 506
Validation prc-auc = 0.029122
Epoch 507
Validation prc-auc = 0.028358
Epoch 508
Validation prc-auc = 0.028446
Epoch 509
Loss = 1.6541e-01, PNorm = 118.9317, GNorm = 1.5258, lr_0 = 9.7550e-04
Validation prc-auc = 0.027202
Epoch 510
Validation prc-auc = 0.027455
Epoch 511
Validation prc-auc = 0.027396
Epoch 512
Validation prc-auc = 0.029197
Epoch 513
Validation prc-auc = 0.029834
Epoch 514
Loss = 9.8601e-03, PNorm = 119.0924, GNorm = 0.2131, lr_0 = 9.7524e-04
Validation prc-auc = 0.029428
Epoch 515
Validation prc-auc = 0.028873
Epoch 516
Validation prc-auc = 0.029089
Epoch 517
Validation prc-auc = 0.029560
Epoch 518
Loss = 1.1080e-02, PNorm = 119.2461, GNorm = 0.3962, lr_0 = 9.7502e-04
Loss = 5.7518e-03, PNorm = 119.2550, GNorm = 0.2743, lr_0 = 9.7500e-04
Validation prc-auc = 0.029792
Epoch 519
Validation prc-auc = 0.029947
Epoch 520
Validation prc-auc = 0.029563
Epoch 521
Validation prc-auc = 0.029382
Epoch 522
Validation prc-auc = 0.030520
Epoch 523
Loss = 6.5519e-03, PNorm = 119.3695, GNorm = 0.1875, lr_0 = 9.7476e-04
Loss = 1.3948e-04, PNorm = 119.3761, GNorm = 0.0070, lr_0 = 9.7474e-04
Validation prc-auc = 0.031201
Epoch 524
Validation prc-auc = 0.031333
Epoch 525
Validation prc-auc = 0.031236
Epoch 526
Validation prc-auc = 0.031344
Epoch 527
Validation prc-auc = 0.030585
Epoch 528
Loss = 1.5766e-02, PNorm = 119.4502, GNorm = 0.7505, lr_0 = 9.7452e-04
Validation prc-auc = 0.030014
Epoch 529
Validation prc-auc = 0.030005
Epoch 530
Validation prc-auc = 0.029960
Epoch 531
Validation prc-auc = 0.030095
Epoch 532
Validation prc-auc = 0.029930
Epoch 533
Loss = 1.2849e-03, PNorm = 119.4989, GNorm = 0.0495, lr_0 = 9.7426e-04
Validation prc-auc = 0.029913
Epoch 534
Validation prc-auc = 0.030199
Epoch 535
Validation prc-auc = 0.030405
Epoch 536
Validation prc-auc = 0.030498
Epoch 537
Loss = 1.0673e-03, PNorm = 119.5130, GNorm = 0.0308, lr_0 = 9.7403e-04
Loss = 1.6824e-03, PNorm = 119.5140, GNorm = 0.0683, lr_0 = 9.7401e-04
Validation prc-auc = 0.030575
Epoch 538
Validation prc-auc = 0.030620
Epoch 539
Validation prc-auc = 0.030434
Epoch 540
Validation prc-auc = 0.030607
Epoch 541
Validation prc-auc = 0.030537
Epoch 542
Loss = 2.3862e-01, PNorm = 119.5223, GNorm = 2.1119, lr_0 = 9.7379e-04
Validation prc-auc = 0.030496
Epoch 543
Validation prc-auc = 0.030250
Epoch 544
Validation prc-auc = 0.030224
Epoch 545
Validation prc-auc = 0.029875
Epoch 546
Validation prc-auc = 0.029700
Epoch 547
Loss = 2.3914e-03, PNorm = 119.5918, GNorm = 0.0655, lr_0 = 9.7353e-04
Validation prc-auc = 0.029572
Epoch 548
Validation prc-auc = 0.029726
Epoch 549
Validation prc-auc = 0.029266
Epoch 550
Validation prc-auc = 0.028170
Epoch 551
Loss = 1.0825e-02, PNorm = 119.6390, GNorm = 0.3185, lr_0 = 9.7331e-04
Loss = 2.9806e-01, PNorm = 119.6436, GNorm = 15.1932, lr_0 = 9.7329e-04
Validation prc-auc = 0.026717
Epoch 552
Validation prc-auc = 0.022965
Epoch 553
Validation prc-auc = 0.021605
Epoch 554
Validation prc-auc = 0.021932
Epoch 555
Validation prc-auc = 0.022739
Epoch 556
Loss = 2.4790e-02, PNorm = 119.7974, GNorm = 0.6111, lr_0 = 9.7305e-04
Loss = 5.9487e-03, PNorm = 119.8098, GNorm = 0.1772, lr_0 = 9.7303e-04
Validation prc-auc = 0.023868
Epoch 557
Validation prc-auc = 0.024608
Epoch 558
Validation prc-auc = 0.025214
Epoch 559
Validation prc-auc = 0.026048
Epoch 560
Validation prc-auc = 0.026927
Epoch 561
Loss = 3.0393e-02, PNorm = 119.9312, GNorm = 0.9897, lr_0 = 9.7281e-04
Validation prc-auc = 0.027108
Epoch 562
Validation prc-auc = 0.027113
Epoch 563
Validation prc-auc = 0.027270
Epoch 564
Validation prc-auc = 0.027087
Epoch 565
Validation prc-auc = 0.027630
Epoch 566
Loss = 4.8974e-02, PNorm = 120.0461, GNorm = 0.5673, lr_0 = 9.7255e-04
Validation prc-auc = 0.028581
Epoch 567
Validation prc-auc = 0.029225
Epoch 568
Validation prc-auc = 0.030426
Epoch 569
Validation prc-auc = 0.030627
Epoch 570
Loss = 4.9786e-02, PNorm = 120.1355, GNorm = 0.2211, lr_0 = 9.7232e-04
Loss = 1.5251e-02, PNorm = 120.1423, GNorm = 0.3821, lr_0 = 9.7231e-04
Validation prc-auc = 0.028523
Epoch 571
Validation prc-auc = 0.027825
Epoch 572
Validation prc-auc = 0.027755
Epoch 573
Validation prc-auc = 0.027485
Epoch 574
Validation prc-auc = 0.025944
Epoch 575
Loss = 4.8696e-02, PNorm = 120.2522, GNorm = 0.4278, lr_0 = 9.7208e-04
Validation prc-auc = 0.023979
Epoch 576
Validation prc-auc = 0.023924
Epoch 577
Validation prc-auc = 0.022316
Epoch 578
Validation prc-auc = 0.021342
Epoch 579
Validation prc-auc = 0.021208
Epoch 580
Loss = 1.1900e-01, PNorm = 120.6248, GNorm = 1.1469, lr_0 = 9.7182e-04
Validation prc-auc = 0.021624
Epoch 581
Validation prc-auc = 0.022320
Epoch 582
Validation prc-auc = 0.023497
Epoch 583
Validation prc-auc = 0.024798
Epoch 584
Loss = 7.3378e-03, PNorm = 120.9370, GNorm = 0.2364, lr_0 = 9.7160e-04
Loss = 5.2111e-05, PNorm = 120.9549, GNorm = 0.0022, lr_0 = 9.7158e-04
Validation prc-auc = 0.025734
Epoch 585
Validation prc-auc = 0.026681
Epoch 586
Validation prc-auc = 0.027018
Epoch 587
Validation prc-auc = 0.027528
Epoch 588
Validation prc-auc = 0.026829
Epoch 589
Loss = 1.1988e-01, PNorm = 121.1216, GNorm = 0.1448, lr_0 = 9.7134e-04
Loss = 5.7970e-03, PNorm = 121.1343, GNorm = 0.1432, lr_0 = 9.7132e-04
Validation prc-auc = 0.024102
Epoch 590
Validation prc-auc = 0.024090
Epoch 591
Validation prc-auc = 0.026046
Epoch 592
Validation prc-auc = 0.028479
Epoch 593
Validation prc-auc = 0.029602
Epoch 594
Loss = 2.0416e-02, PNorm = 121.3085, GNorm = 0.2984, lr_0 = 9.7110e-04
Validation prc-auc = 0.042891
Epoch 595
Validation prc-auc = 0.040854
Epoch 596
Validation prc-auc = 0.029023
Epoch 597
Validation prc-auc = 0.024870
Epoch 598
Validation prc-auc = 0.023585
Epoch 599
Loss = 2.3231e-02, PNorm = 121.7701, GNorm = 0.3043, lr_0 = 9.7084e-04
Validation prc-auc = 0.023540
Epoch 600
Validation prc-auc = 0.022389
Epoch 601
Validation prc-auc = 0.023764
Epoch 602
Validation prc-auc = 0.024678
Epoch 603
Loss = 2.5920e-01, PNorm = 122.0722, GNorm = 3.0722, lr_0 = 9.7062e-04
Loss = 1.6785e-02, PNorm = 122.1005, GNorm = 0.7844, lr_0 = 9.7060e-04
Validation prc-auc = 0.023354
Epoch 604
Validation prc-auc = 0.023613
Epoch 605
Validation prc-auc = 0.025042
Epoch 606
Validation prc-auc = 0.026153
Epoch 607
Validation prc-auc = 0.023027
Epoch 608
Loss = 1.5265e-01, PNorm = 122.5753, GNorm = 1.0219, lr_0 = 9.7036e-04
Validation prc-auc = 0.022754
Epoch 609
Validation prc-auc = 0.023280
Epoch 610
Validation prc-auc = 0.022813
Epoch 611
Validation prc-auc = 0.022579
Epoch 612
Validation prc-auc = 0.022938
Epoch 613
Loss = 1.0004e-01, PNorm = 123.0542, GNorm = 0.7591, lr_0 = 9.7012e-04
Validation prc-auc = 0.024084
Epoch 614
Validation prc-auc = 0.026827
Epoch 615
Validation prc-auc = 0.028522
Epoch 616
Validation prc-auc = 0.029021
Epoch 617
Loss = 2.7628e-02, PNorm = 123.3841, GNorm = 0.6799, lr_0 = 9.6990e-04
Loss = 5.3743e-03, PNorm = 123.4049, GNorm = 0.1300, lr_0 = 9.6988e-04
Validation prc-auc = 0.028949
Epoch 618
Validation prc-auc = 0.028703
Epoch 619
Validation prc-auc = 0.028645
Epoch 620
Validation prc-auc = 0.029035
Epoch 621
Validation prc-auc = 0.028171
Epoch 622
Loss = 1.0061e-02, PNorm = 123.6109, GNorm = 0.6155, lr_0 = 9.6964e-04
Loss = 2.4131e-04, PNorm = 123.6211, GNorm = 0.0157, lr_0 = 9.6962e-04
Validation prc-auc = 0.027106
Epoch 623
Validation prc-auc = 0.026192
Epoch 624
Validation prc-auc = 0.024316
Epoch 625
Validation prc-auc = 0.023646
Epoch 626
Validation prc-auc = 0.025562
Epoch 627
Loss = 9.6752e-02, PNorm = 123.7241, GNorm = 2.0561, lr_0 = 9.6940e-04
Validation prc-auc = 0.028074
Epoch 628
Validation prc-auc = 0.028695
Epoch 629
Validation prc-auc = 0.027221
Epoch 630
Validation prc-auc = 0.025908
Epoch 631
Validation prc-auc = 0.025572
Epoch 632
Loss = 4.1364e-02, PNorm = 123.8847, GNorm = 1.2947, lr_0 = 9.6914e-04
Validation prc-auc = 0.025746
Epoch 633
Validation prc-auc = 0.026065
Epoch 634
Validation prc-auc = 0.025594
Epoch 635
Validation prc-auc = 0.024723
Epoch 636
Loss = 1.7195e-02, PNorm = 124.0995, GNorm = 0.6605, lr_0 = 9.6892e-04
Loss = 1.2756e-02, PNorm = 124.1216, GNorm = 0.2852, lr_0 = 9.6890e-04
Validation prc-auc = 0.024221
Epoch 637
Validation prc-auc = 0.024229
Epoch 638
Validation prc-auc = 0.024572
Epoch 639
Validation prc-auc = 0.025527
Epoch 640
Validation prc-auc = 0.027321
Epoch 641
Loss = 1.5026e-01, PNorm = 124.4074, GNorm = 1.4131, lr_0 = 9.6866e-04
Validation prc-auc = 0.030367
Epoch 642
Validation prc-auc = 0.035148
Epoch 643
Validation prc-auc = 0.037748
Epoch 644
Validation prc-auc = 0.032742
Epoch 645
Validation prc-auc = 0.035710
Epoch 646
Loss = 8.5122e-02, PNorm = 124.9067, GNorm = 0.5721, lr_0 = 9.6842e-04
Validation prc-auc = 0.027342
Epoch 647
Validation prc-auc = 0.024580
Epoch 648
Validation prc-auc = 0.023531
Epoch 649
Validation prc-auc = 0.023128
Epoch 650
Loss = 3.0495e-01, PNorm = 125.4546, GNorm = 1.8099, lr_0 = 9.6820e-04
Loss = 7.0976e-01, PNorm = 125.4890, GNorm = 7.5298, lr_0 = 9.6818e-04
Validation prc-auc = 0.023725
Epoch 651
Validation prc-auc = 0.023676
Epoch 652
Validation prc-auc = 0.024336
Epoch 653
Validation prc-auc = 0.025116
Epoch 654
Validation prc-auc = 0.025799
Epoch 655
Loss = 5.9242e-02, PNorm = 125.9391, GNorm = 0.6597, lr_0 = 9.6794e-04
Loss = 2.1457e-02, PNorm = 125.9623, GNorm = 0.4995, lr_0 = 9.6792e-04
Validation prc-auc = 0.025540
Epoch 656
Validation prc-auc = 0.026334
Epoch 657
Validation prc-auc = 0.026401
Epoch 658
Validation prc-auc = 0.026356
Epoch 659
Validation prc-auc = 0.027637
Epoch 660
Loss = 2.1333e-03, PNorm = 126.1735, GNorm = 0.0430, lr_0 = 9.6770e-04
Validation prc-auc = 0.027723
Epoch 661
Validation prc-auc = 0.027968
Epoch 662
Validation prc-auc = 0.028009
Epoch 663
Validation prc-auc = 0.026907
Epoch 664
Validation prc-auc = 0.027240
Epoch 665
Loss = 3.8087e-02, PNorm = 126.3614, GNorm = 0.9304, lr_0 = 9.6744e-04
Validation prc-auc = 0.026939
Epoch 666
Validation prc-auc = 0.027002
Epoch 667
Validation prc-auc = 0.026149
Epoch 668
Validation prc-auc = 0.025630
Epoch 669
Loss = 1.5786e-02, PNorm = 126.5311, GNorm = 0.9643, lr_0 = 9.6722e-04
Loss = 1.2536e-02, PNorm = 126.5439, GNorm = 0.2677, lr_0 = 9.6720e-04
Validation prc-auc = 0.025278
Epoch 670
Validation prc-auc = 0.025432
Epoch 671
Validation prc-auc = 0.025291
Epoch 672
Validation prc-auc = 0.025156
Epoch 673
Validation prc-auc = 0.024667
Epoch 674
Loss = 9.9780e-02, PNorm = 126.6962, GNorm = 0.1481, lr_0 = 9.6696e-04
Validation prc-auc = 0.023588
Epoch 675
Validation prc-auc = 0.023350
Epoch 676
Validation prc-auc = 0.020904
Epoch 677
Validation prc-auc = 0.020345
Epoch 678
Validation prc-auc = 0.020143
Epoch 679
Loss = 7.5032e-02, PNorm = 127.0709, GNorm = 2.0671, lr_0 = 9.6672e-04
Validation prc-auc = 0.019452
Epoch 680
Validation prc-auc = 0.020188
Epoch 681
Validation prc-auc = 0.020934
Epoch 682
Validation prc-auc = 0.019693
Epoch 683
Loss = 5.6393e-01, PNorm = 127.4679, GNorm = 24.2211, lr_0 = 9.6648e-04
Validation prc-auc = 0.019062
Epoch 684
Validation prc-auc = 0.020119
Epoch 685
Validation prc-auc = 0.020041
Epoch 686
Validation prc-auc = 0.019026
Epoch 687
Validation prc-auc = 0.018491
Epoch 688
Loss = 8.6958e-02, PNorm = 127.8106, GNorm = 2.1410, lr_0 = 9.6624e-04
Loss = 1.7543e-01, PNorm = 127.8354, GNorm = 4.2103, lr_0 = 9.6622e-04
Validation prc-auc = 0.018960
Epoch 689
Validation prc-auc = 0.020585
Epoch 690
Validation prc-auc = 0.021385
Epoch 691
Validation prc-auc = 0.022082
Epoch 692
Validation prc-auc = 0.023459
Epoch 693
Loss = 2.3265e-01, PNorm = 128.1385, GNorm = 2.8969, lr_0 = 9.6600e-04
Validation prc-auc = 0.023523
Epoch 694
Validation prc-auc = 0.023688
Epoch 695
Validation prc-auc = 0.023924
Epoch 696
Validation prc-auc = 0.024838
Epoch 697
Validation prc-auc = 0.025342
Epoch 698
Loss = 1.2861e-01, PNorm = 128.3769, GNorm = 1.2598, lr_0 = 9.6574e-04
Validation prc-auc = 0.025097
Epoch 699
Validation prc-auc = 0.025282
Epoch 700
Validation prc-auc = 0.025548
Epoch 701
Validation prc-auc = 0.026594
Epoch 702
Loss = 5.9155e-02, PNorm = 128.5617, GNorm = 1.2087, lr_0 = 9.6552e-04
Loss = 1.3404e-02, PNorm = 128.5767, GNorm = 0.5519, lr_0 = 9.6550e-04
Validation prc-auc = 0.026538
Epoch 703
Validation prc-auc = 0.026295
Epoch 704
Validation prc-auc = 0.026557
Epoch 705
Validation prc-auc = 0.027901
Epoch 706
Validation prc-auc = 0.029697
Epoch 707
Loss = 5.5902e-03, PNorm = 128.7749, GNorm = 0.1182, lr_0 = 9.6526e-04
Loss = 1.1803e-02, PNorm = 128.7894, GNorm = 0.2907, lr_0 = 9.6525e-04
Validation prc-auc = 0.029226
Epoch 708
Validation prc-auc = 0.028823
Epoch 709
Validation prc-auc = 0.028123
Epoch 710
Validation prc-auc = 0.029867
Epoch 711
Validation prc-auc = 0.030314
Epoch 712
Loss = 1.0033e-02, PNorm = 128.9422, GNorm = 0.2313, lr_0 = 9.6502e-04
Validation prc-auc = 0.030084
Epoch 713
Validation prc-auc = 0.029995
Epoch 714
Validation prc-auc = 0.030273
Epoch 715
Validation prc-auc = 0.030479
Epoch 716
Loss = 7.9838e-03, PNorm = 129.0580, GNorm = 0.0764, lr_0 = 9.6479e-04
Validation prc-auc = 0.030489
Epoch 717
Validation prc-auc = 0.030103
Epoch 718
Validation prc-auc = 0.029762
Epoch 719
Validation prc-auc = 0.029411
Epoch 720
Validation prc-auc = 0.028979
Epoch 721
Loss = 1.1510e-02, PNorm = 129.1470, GNorm = 0.0509, lr_0 = 9.6455e-04
Loss = 5.6069e-03, PNorm = 129.1535, GNorm = 0.1432, lr_0 = 9.6453e-04
Validation prc-auc = 0.029059
Epoch 722
Validation prc-auc = 0.028811
Epoch 723
Validation prc-auc = 0.028797
Epoch 724
Validation prc-auc = 0.028285
Epoch 725
Validation prc-auc = 0.027361
Epoch 726
Loss = 3.0983e-03, PNorm = 129.2131, GNorm = 0.0650, lr_0 = 9.6431e-04
Validation prc-auc = 0.026626
Epoch 727
Validation prc-auc = 0.026317
Epoch 728
Validation prc-auc = 0.026254
Epoch 729
Validation prc-auc = 0.027524
Epoch 730
Validation prc-auc = 0.029497
Epoch 731
Loss = 1.4314e-02, PNorm = 129.2651, GNorm = 0.4623, lr_0 = 9.6405e-04
Validation prc-auc = 0.029959
Epoch 732
Validation prc-auc = 0.030227
Epoch 733
Validation prc-auc = 0.030996
Epoch 734
Validation prc-auc = 0.031230
Epoch 735
Loss = 6.9017e-02, PNorm = 129.3384, GNorm = 0.9332, lr_0 = 9.6383e-04
Loss = 5.3278e-03, PNorm = 129.3437, GNorm = 0.1438, lr_0 = 9.6381e-04
Validation prc-auc = 0.030870
Epoch 736
Validation prc-auc = 0.030024
Epoch 737
Validation prc-auc = 0.028446
Epoch 738
Validation prc-auc = 0.027640
Epoch 739
Validation prc-auc = 0.026814
Epoch 740
Loss = 3.5736e-03, PNorm = 129.4148, GNorm = 0.0891, lr_0 = 9.6357e-04
Loss = 2.0972e-02, PNorm = 129.4200, GNorm = 0.4800, lr_0 = 9.6355e-04
Validation prc-auc = 0.026365
Epoch 741
Validation prc-auc = 0.025957
Epoch 742
Validation prc-auc = 0.025931
Epoch 743
Validation prc-auc = 0.026051
Epoch 744
Validation prc-auc = 0.025951
Epoch 745
Loss = 4.7154e-03, PNorm = 129.4569, GNorm = 0.0900, lr_0 = 9.6333e-04
Validation prc-auc = 0.025932
Epoch 746
Validation prc-auc = 0.025468
Epoch 747
Validation prc-auc = 0.025440
Epoch 748
Validation prc-auc = 0.025895
Epoch 749
Loss = 2.4576e-02, PNorm = 129.5246, GNorm = 0.4396, lr_0 = 9.6309e-04
Validation prc-auc = 0.028624
Epoch 750
Validation prc-auc = 0.029196
Epoch 751
Validation prc-auc = 0.028310
Epoch 752
Validation prc-auc = 0.027811
Epoch 753
Validation prc-auc = 0.026239
Epoch 754
Loss = 9.8658e-03, PNorm = 129.6649, GNorm = 0.2184, lr_0 = 9.6285e-04
Loss = 3.4825e-03, PNorm = 129.6737, GNorm = 0.1022, lr_0 = 9.6284e-04
Validation prc-auc = 0.025539
Epoch 755
Validation prc-auc = 0.024997
Epoch 756
Validation prc-auc = 0.024431
Epoch 757
Validation prc-auc = 0.024019
Epoch 758
Validation prc-auc = 0.023458
Epoch 759
Loss = 2.4437e-02, PNorm = 129.7604, GNorm = 0.4652, lr_0 = 9.6262e-04
Validation prc-auc = 0.023010
Epoch 760
Validation prc-auc = 0.022836
Epoch 761
Validation prc-auc = 0.023271
Epoch 762
Validation prc-auc = 0.023590
Epoch 763
Validation prc-auc = 0.023594
Epoch 764
Loss = 1.9252e-03, PNorm = 129.8536, GNorm = 0.0536, lr_0 = 9.6236e-04
Validation prc-auc = 0.023671
Epoch 765
Validation prc-auc = 0.023610
Epoch 766
Validation prc-auc = 0.023622
Epoch 767
Validation prc-auc = 0.023727
Epoch 768
Loss = 3.9033e-03, PNorm = 129.9032, GNorm = 0.2177, lr_0 = 9.6214e-04
Loss = 4.4014e-03, PNorm = 129.9078, GNorm = 0.1711, lr_0 = 9.6212e-04
Validation prc-auc = 0.024246
Epoch 769
Validation prc-auc = 0.024686
Epoch 770
Validation prc-auc = 0.024864
Epoch 771
Validation prc-auc = 0.025891
Epoch 772
Validation prc-auc = 0.026498
Epoch 773
Loss = 2.4062e-02, PNorm = 129.9742, GNorm = 1.1749, lr_0 = 9.6188e-04
Loss = 7.1773e-04, PNorm = 129.9778, GNorm = 0.0550, lr_0 = 9.6186e-04
Validation prc-auc = 0.027392
Epoch 774
Validation prc-auc = 0.027821
Epoch 775
Validation prc-auc = 0.028078
Epoch 776
Validation prc-auc = 0.028428
Epoch 777
Validation prc-auc = 0.029111
Epoch 778
Loss = 5.5731e-04, PNorm = 130.0244, GNorm = 0.0152, lr_0 = 9.6164e-04
Validation prc-auc = 0.029701
Epoch 779
Validation prc-auc = 0.030399
Epoch 780
Validation prc-auc = 0.030523
Epoch 781
Validation prc-auc = 0.030348
Epoch 782
Validation prc-auc = 0.030165
Epoch 783
Loss = 2.3958e-01, PNorm = 130.1011, GNorm = 1.3784, lr_0 = 9.6139e-04
Validation prc-auc = 0.028919
Epoch 784
Validation prc-auc = 0.028367
Epoch 785
Validation prc-auc = 0.027601
Epoch 786
Validation prc-auc = 0.027469
Epoch 787
Loss = 3.9574e-03, PNorm = 130.1317, GNorm = 0.1555, lr_0 = 9.6117e-04
Loss = 4.7735e-02, PNorm = 130.1371, GNorm = 1.7587, lr_0 = 9.6115e-04
Validation prc-auc = 0.026550
Epoch 788
Validation prc-auc = 0.028117
Epoch 789
Validation prc-auc = 0.031755
Epoch 790
Validation prc-auc = 0.036373
Epoch 791
Validation prc-auc = 0.040005
Epoch 792
Loss = 6.7752e-02, PNorm = 130.2613, GNorm = 1.7821, lr_0 = 9.6093e-04
Validation prc-auc = 0.038297
Epoch 793
Validation prc-auc = 0.037433
Epoch 794
Validation prc-auc = 0.036467
Epoch 795
Validation prc-auc = 0.037201
Epoch 796
Validation prc-auc = 0.036944
Epoch 797
Loss = 5.6523e-03, PNorm = 130.3976, GNorm = 0.1552, lr_0 = 9.6067e-04
Validation prc-auc = 0.036845
Epoch 798
Validation prc-auc = 0.036882
Epoch 799
Validation prc-auc = 0.036269
Epoch 800
Validation prc-auc = 0.035980
Epoch 801
Loss = 5.1752e-03, PNorm = 130.4738, GNorm = 0.1019, lr_0 = 9.6045e-04
Loss = 2.3725e-01, PNorm = 130.4814, GNorm = 4.5754, lr_0 = 9.6043e-04
Validation prc-auc = 0.034183
Epoch 802
Validation prc-auc = 0.031715
Epoch 803
Validation prc-auc = 0.030317
Epoch 804
Validation prc-auc = 0.028379
Epoch 805
Validation prc-auc = 0.026199
Epoch 806
Loss = 1.7177e-02, PNorm = 130.6400, GNorm = 0.3180, lr_0 = 9.6019e-04
Loss = 4.7415e-03, PNorm = 130.6512, GNorm = 0.1643, lr_0 = 9.6018e-04
Validation prc-auc = 0.026065
Epoch 807
Validation prc-auc = 0.025786
Epoch 808
Validation prc-auc = 0.026056
Epoch 809
Validation prc-auc = 0.028453
Epoch 810
Validation prc-auc = 0.032602
Epoch 811
Loss = 7.3730e-03, PNorm = 130.7771, GNorm = 0.1400, lr_0 = 9.5996e-04
Validation prc-auc = 0.033454
Epoch 812
Validation prc-auc = 0.035145
Epoch 813
Validation prc-auc = 0.034693
Epoch 814
Validation prc-auc = 0.034295
Epoch 815
Validation prc-auc = 0.032979
Epoch 816
Loss = 9.8833e-03, PNorm = 130.9677, GNorm = 0.2156, lr_0 = 9.5970e-04
Validation prc-auc = 0.032513
Epoch 817
Validation prc-auc = 0.032785
Epoch 818
Validation prc-auc = 0.032973
Epoch 819
Validation prc-auc = 0.033192
Epoch 820
Loss = 1.8816e-02, PNorm = 131.1119, GNorm = 0.1779, lr_0 = 9.5948e-04
Loss = 4.6498e-03, PNorm = 131.1216, GNorm = 0.1399, lr_0 = 9.5946e-04
Validation prc-auc = 0.034062
Epoch 821
Validation prc-auc = 0.032992
Epoch 822
Validation prc-auc = 0.033277
Epoch 823
Validation prc-auc = 0.034517
Epoch 824
Validation prc-auc = 0.033683
Epoch 825
Loss = 6.4242e-03, PNorm = 131.2220, GNorm = 0.1193, lr_0 = 9.5924e-04
Validation prc-auc = 0.033096
Epoch 826
Validation prc-auc = 0.032332
Epoch 827
Validation prc-auc = 0.031520
Epoch 828
Validation prc-auc = 0.032097
Epoch 829
Validation prc-auc = 0.032535
Epoch 830
Loss = 1.1452e-02, PNorm = 131.2735, GNorm = 0.7048, lr_0 = 9.5899e-04
Validation prc-auc = 0.034117
Epoch 831
Validation prc-auc = 0.034599
Epoch 832
Validation prc-auc = 0.034415
Epoch 833
Validation prc-auc = 0.034628
Epoch 834
Loss = 4.0329e-02, PNorm = 131.3416, GNorm = 0.7262, lr_0 = 9.5877e-04
Loss = 6.3765e-01, PNorm = 131.3429, GNorm = 5.8684, lr_0 = 9.5875e-04
Validation prc-auc = 0.034289
Epoch 835
Validation prc-auc = 0.034068
Epoch 836
Validation prc-auc = 0.039118
Epoch 837
Validation prc-auc = 0.042120
Epoch 838
Validation prc-auc = 0.043103
Epoch 839
Loss = 1.2552e-02, PNorm = 131.4811, GNorm = 0.5102, lr_0 = 9.5851e-04
Loss = 1.0346e-02, PNorm = 131.4927, GNorm = 0.3776, lr_0 = 9.5849e-04
Validation prc-auc = 0.044367
Epoch 840
Validation prc-auc = 0.043829
Epoch 841
Validation prc-auc = 0.046677
Epoch 842
Validation prc-auc = 0.047585
Epoch 843
Validation prc-auc = 0.050006
Epoch 844
Loss = 9.2962e-03, PNorm = 131.6062, GNorm = 0.1699, lr_0 = 9.5827e-04
Validation prc-auc = 0.048845
Epoch 845
Validation prc-auc = 0.047892
Epoch 846
Validation prc-auc = 0.043771
Epoch 847
Validation prc-auc = 0.042165
Epoch 848
Validation prc-auc = 0.042003
Epoch 849
Loss = 4.1279e-03, PNorm = 131.7206, GNorm = 0.0798, lr_0 = 9.5802e-04
Validation prc-auc = 0.041243
Epoch 850
Validation prc-auc = 0.041364
Epoch 851
Validation prc-auc = 0.041818
Epoch 852
Validation prc-auc = 0.040108
Epoch 853
Loss = 4.4441e-02, PNorm = 131.8143, GNorm = 0.1587, lr_0 = 9.5780e-04
Loss = 3.5774e-03, PNorm = 131.8258, GNorm = 0.2067, lr_0 = 9.5778e-04
Validation prc-auc = 0.036619
Epoch 854
Validation prc-auc = 0.034497
Epoch 855
Validation prc-auc = 0.033063
Epoch 856
Validation prc-auc = 0.030205
Epoch 857
Validation prc-auc = 0.029761
Epoch 858
Loss = 2.7365e-02, PNorm = 132.0441, GNorm = 0.8306, lr_0 = 9.5754e-04
Validation prc-auc = 0.031131
Epoch 859
Validation prc-auc = 0.030271
Epoch 860
Validation prc-auc = 0.031192
Epoch 861
Validation prc-auc = 0.031787
Epoch 862
Validation prc-auc = 0.033111
Epoch 863
Loss = 1.4260e-01, PNorm = 132.4200, GNorm = 5.2430, lr_0 = 9.5730e-04
Validation prc-auc = 0.035063
Epoch 864
Validation prc-auc = 0.036942
Epoch 865
Validation prc-auc = 0.038463
Epoch 866
Validation prc-auc = 0.038194
Epoch 867
Loss = 8.1672e-02, PNorm = 132.6931, GNorm = 0.4323, lr_0 = 9.5708e-04
Loss = 1.4518e-02, PNorm = 132.7083, GNorm = 0.4926, lr_0 = 9.5707e-04
Validation prc-auc = 0.034985
Epoch 868
Validation prc-auc = 0.034736
Epoch 869
Validation prc-auc = 0.036427
Epoch 870
Validation prc-auc = 0.037826
Epoch 871
Validation prc-auc = 0.038755
Epoch 872
Loss = 1.0217e-02, PNorm = 132.8941, GNorm = 0.1522, lr_0 = 9.5683e-04
Loss = 3.1116e-03, PNorm = 132.9062, GNorm = 0.1055, lr_0 = 9.5681e-04
Validation prc-auc = 0.040004
Epoch 873
Validation prc-auc = 0.038907
Epoch 874
Validation prc-auc = 0.036659
Epoch 875
Validation prc-auc = 0.035010
Epoch 876
Validation prc-auc = 0.034854
Epoch 877
Loss = 6.1621e-02, PNorm = 133.0054, GNorm = 1.4555, lr_0 = 9.5659e-04
Validation prc-auc = 0.033677
Epoch 878
Validation prc-auc = 0.035504
Epoch 879
Validation prc-auc = 0.035530
Epoch 880
Validation prc-auc = 0.035375
Epoch 881
Validation prc-auc = 0.035489
Epoch 882
Loss = 1.5667e-03, PNorm = 133.0928, GNorm = 0.0361, lr_0 = 9.5634e-04
Validation prc-auc = 0.036582
Epoch 883
Validation prc-auc = 0.038817
Epoch 884
Validation prc-auc = 0.035554
Epoch 885
Validation prc-auc = 0.033110
Epoch 886
Loss = 1.3034e-01, PNorm = 133.2363, GNorm = 1.9751, lr_0 = 9.5612e-04
Loss = 3.0974e-03, PNorm = 133.2471, GNorm = 0.1235, lr_0 = 9.5610e-04
Validation prc-auc = 0.032410
Epoch 887
Validation prc-auc = 0.032012
Epoch 888
Validation prc-auc = 0.031663
Epoch 889
Validation prc-auc = 0.033657
Epoch 890
Validation prc-auc = 0.033584
Epoch 891
Loss = 7.9453e-02, PNorm = 133.3998, GNorm = 1.9441, lr_0 = 9.5586e-04
Validation prc-auc = 0.033035
Epoch 892
Validation prc-auc = 0.033863
Epoch 893
Validation prc-auc = 0.034880
Epoch 894
Validation prc-auc = 0.033979
Epoch 895
Validation prc-auc = 0.036958
Epoch 896
Loss = 7.3720e-04, PNorm = 133.4952, GNorm = 0.0232, lr_0 = 9.5563e-04
Validation prc-auc = 0.036990
Epoch 897
Validation prc-auc = 0.039756
Epoch 898
Validation prc-auc = 0.045706
Epoch 899
Validation prc-auc = 0.045190
Epoch 900
Loss = 1.5947e-02, PNorm = 133.6879, GNorm = 0.3452, lr_0 = 9.5541e-04
Loss = 1.8900e-03, PNorm = 133.7049, GNorm = 0.0945, lr_0 = 9.5539e-04
Validation prc-auc = 0.045008
Epoch 901
Validation prc-auc = 0.044325
Epoch 902
Validation prc-auc = 0.037589
Epoch 903
Validation prc-auc = 0.033444
Epoch 904
Validation prc-auc = 0.036919
Epoch 905
Loss = 2.9952e-02, PNorm = 133.9352, GNorm = 0.3704, lr_0 = 9.5515e-04
Loss = 6.0721e-02, PNorm = 133.9535, GNorm = 1.2245, lr_0 = 9.5513e-04
Validation prc-auc = 0.034698
Epoch 906
Validation prc-auc = 0.035228
Epoch 907
Validation prc-auc = 0.033074
Epoch 908
Validation prc-auc = 0.030493
Epoch 909
Validation prc-auc = 0.029326
Epoch 910
Loss = 2.6060e-02, PNorm = 134.1645, GNorm = 0.8864, lr_0 = 9.5491e-04
Validation prc-auc = 0.028661
Epoch 911
Validation prc-auc = 0.028078
Epoch 912
Validation prc-auc = 0.027100
Epoch 913
Validation prc-auc = 0.027930
Epoch 914
Validation prc-auc = 0.028317
Epoch 915
Loss = 2.0815e-03, PNorm = 134.3107, GNorm = 0.0672, lr_0 = 9.5466e-04
Validation prc-auc = 0.028399
Epoch 916
Validation prc-auc = 0.028793
Epoch 917
Validation prc-auc = 0.030434
Epoch 918
Validation prc-auc = 0.032591
Epoch 919
Loss = 1.1066e-01, PNorm = 134.4027, GNorm = 1.4491, lr_0 = 9.5444e-04
Loss = 2.5010e-03, PNorm = 134.4084, GNorm = 0.2147, lr_0 = 9.5442e-04
Validation prc-auc = 0.034322
Epoch 920
Validation prc-auc = 0.035180
Epoch 921
Validation prc-auc = 0.035295
Epoch 922
Validation prc-auc = 0.035531
Epoch 923
Validation prc-auc = 0.035657
Epoch 924
Loss = 1.4859e-02, PNorm = 134.4921, GNorm = 0.2385, lr_0 = 9.5419e-04
Validation prc-auc = 0.038666
Epoch 925
Validation prc-auc = 0.040786
Epoch 926
Validation prc-auc = 0.042663
Epoch 927
Validation prc-auc = 0.045087
Epoch 928
Validation prc-auc = 0.044403
Epoch 929
Loss = 3.5678e-03, PNorm = 134.5572, GNorm = 0.1046, lr_0 = 9.5395e-04
Validation prc-auc = 0.042067
Epoch 930
Validation prc-auc = 0.043849
Epoch 931
Validation prc-auc = 0.043282
Epoch 932
Validation prc-auc = 0.041958
Epoch 933
Loss = 5.1984e-03, PNorm = 134.6165, GNorm = 0.0045, lr_0 = 9.5371e-04
Validation prc-auc = 0.041703
Epoch 934
Validation prc-auc = 0.041770
Epoch 935
Validation prc-auc = 0.042157
Epoch 936
Validation prc-auc = 0.042961
Epoch 937
Validation prc-auc = 0.042820
Epoch 938
Loss = 2.2271e-02, PNorm = 134.6487, GNorm = 0.0117, lr_0 = 9.5348e-04
Loss = 2.0615e-04, PNorm = 134.6504, GNorm = 0.0100, lr_0 = 9.5346e-04
Validation prc-auc = 0.043297
Epoch 939
Validation prc-auc = 0.043408
Epoch 940
Validation prc-auc = 0.044534
Epoch 941
Validation prc-auc = 0.047731
Epoch 942
Validation prc-auc = 0.049423
Epoch 943
Loss = 1.4353e-03, PNorm = 134.6795, GNorm = 0.0473, lr_0 = 9.5324e-04
Validation prc-auc = 0.051631
Epoch 944
Validation prc-auc = 0.052587
Epoch 945
Validation prc-auc = 0.054461
Epoch 946
Validation prc-auc = 0.056123
Epoch 947
Validation prc-auc = 0.055812
Epoch 948
Loss = 6.5688e-02, PNorm = 134.7452, GNorm = 1.9259, lr_0 = 9.5299e-04
Validation prc-auc = 0.050421
Epoch 949
Validation prc-auc = 0.041721
Epoch 950
Validation prc-auc = 0.036979
Epoch 951
Validation prc-auc = 0.038312
Epoch 952
Loss = 1.8123e-01, PNorm = 134.9391, GNorm = 1.3166, lr_0 = 9.5277e-04
Loss = 2.8378e-03, PNorm = 134.9570, GNorm = 0.1095, lr_0 = 9.5275e-04
Validation prc-auc = 0.036051
Epoch 953
Validation prc-auc = 0.034093
Epoch 954
Validation prc-auc = 0.032004
Epoch 955
Validation prc-auc = 0.031395
Epoch 956
Validation prc-auc = 0.032471
Epoch 957
Loss = 1.8319e-02, PNorm = 135.2164, GNorm = 0.5235, lr_0 = 9.5251e-04
Loss = 6.0586e-02, PNorm = 135.2324, GNorm = 0.9968, lr_0 = 9.5250e-04
Validation prc-auc = 0.032603
Epoch 958
Validation prc-auc = 0.033450
Epoch 959
Validation prc-auc = 0.034905
Epoch 960
Validation prc-auc = 0.036578
Epoch 961
Validation prc-auc = 0.038306
Epoch 962
Loss = 5.1874e-03, PNorm = 135.3760, GNorm = 0.1194, lr_0 = 9.5228e-04
Validation prc-auc = 0.038861
Epoch 963
Validation prc-auc = 0.037068
Epoch 964
Validation prc-auc = 0.035888
Epoch 965
Validation prc-auc = 0.034773
Epoch 966
Loss = 1.0558e-02, PNorm = 135.4912, GNorm = 0.0059, lr_0 = 9.5204e-04
Validation prc-auc = 0.034617
Epoch 967
Validation prc-auc = 0.033906
Epoch 968
Validation prc-auc = 0.033388
Epoch 969
Validation prc-auc = 0.033425
Epoch 970
Validation prc-auc = 0.034356
Epoch 971
Loss = 4.9457e-02, PNorm = 135.5659, GNorm = 1.2822, lr_0 = 9.5180e-04
Loss = 7.9132e-02, PNorm = 135.5701, GNorm = 4.9537, lr_0 = 9.5179e-04
Validation prc-auc = 0.033571
Epoch 972
Validation prc-auc = 0.032111
Epoch 973
Validation prc-auc = 0.032067
Epoch 974
Validation prc-auc = 0.034066
Epoch 975
Validation prc-auc = 0.038027
Epoch 976
Loss = 6.5910e-02, PNorm = 135.6966, GNorm = 2.7277, lr_0 = 9.5157e-04
Validation prc-auc = 0.038145
Epoch 977
Validation prc-auc = 0.039056
Epoch 978
Validation prc-auc = 0.036477
Epoch 979
Validation prc-auc = 0.031950
Epoch 980
Validation prc-auc = 0.029594
Epoch 981
Loss = 1.3812e-02, PNorm = 135.8191, GNorm = 0.5976, lr_0 = 9.5132e-04
Validation prc-auc = 0.029832
Epoch 982
Validation prc-auc = 0.030929
Epoch 983
Validation prc-auc = 0.032102
Epoch 984
Validation prc-auc = 0.033731
Epoch 985
Loss = 7.1823e-02, PNorm = 135.9165, GNorm = 0.6604, lr_0 = 9.5110e-04
Loss = 3.6382e-03, PNorm = 135.9221, GNorm = 0.1375, lr_0 = 9.5108e-04
Validation prc-auc = 0.033775
Epoch 986
Validation prc-auc = 0.034015
Epoch 987
Validation prc-auc = 0.035716
Epoch 988
Validation prc-auc = 0.036367
Epoch 989
Validation prc-auc = 0.035961
Epoch 990
Loss = 9.8304e-03, PNorm = 135.9861, GNorm = 0.2421, lr_0 = 9.5084e-04
Loss = 3.9828e-03, PNorm = 135.9902, GNorm = 0.2316, lr_0 = 9.5083e-04
Validation prc-auc = 0.035106
Epoch 991
Validation prc-auc = 0.034058
Epoch 992
Validation prc-auc = 0.034780
Epoch 993
Validation prc-auc = 0.035135
Epoch 994
Validation prc-auc = 0.036306
Epoch 995
Loss = 1.1382e-03, PNorm = 136.0244, GNorm = 0.0376, lr_0 = 9.5061e-04
Validation prc-auc = 0.036420
Epoch 996
Validation prc-auc = 0.036721
Epoch 997
Validation prc-auc = 0.036730
Epoch 998
Validation prc-auc = 0.036137
Epoch 999
Loss = 9.1769e-04, PNorm = 136.0452, GNorm = 0.0162, lr_0 = 9.5037e-04
Validation prc-auc = 0.035590
Epoch 1000
Validation prc-auc = 0.035267
Epoch 1001
Validation prc-auc = 0.036133
Epoch 1002
Validation prc-auc = 0.036320
Epoch 1003
Validation prc-auc = 0.035303
Epoch 1004
Loss = 1.6387e-03, PNorm = 136.0699, GNorm = 0.0532, lr_0 = 9.5014e-04
Loss = 3.4093e-03, PNorm = 136.0732, GNorm = 0.1190, lr_0 = 9.5012e-04
Validation prc-auc = 0.034812
Epoch 1005
Validation prc-auc = 0.034354
Epoch 1006
Validation prc-auc = 0.034241
Epoch 1007
Validation prc-auc = 0.034345
Epoch 1008
Validation prc-auc = 0.033933
Epoch 1009
Loss = 3.8059e-04, PNorm = 136.1091, GNorm = 0.0123, lr_0 = 9.4990e-04
Validation prc-auc = 0.033626
Epoch 1010
Validation prc-auc = 0.033769
Epoch 1011
Validation prc-auc = 0.034146
Epoch 1012
Validation prc-auc = 0.034818
Epoch 1013
Validation prc-auc = 0.033462
Epoch 1014
Loss = 1.2479e-02, PNorm = 136.1371, GNorm = 0.7351, lr_0 = 9.4965e-04
Validation prc-auc = 0.032424
Epoch 1015
Validation prc-auc = 0.031778
Epoch 1016
Validation prc-auc = 0.032066
Epoch 1017
Validation prc-auc = 0.031955
Epoch 1018
Loss = 2.6463e-03, PNorm = 136.1721, GNorm = 0.1158, lr_0 = 9.4943e-04
Loss = 2.5366e-02, PNorm = 136.1753, GNorm = 0.9824, lr_0 = 9.4941e-04
Validation prc-auc = 0.031921
Epoch 1019
Validation prc-auc = 0.031983
Epoch 1020
Validation prc-auc = 0.032900
Epoch 1021
Validation prc-auc = 0.032435
Epoch 1022
Validation prc-auc = 0.032644
Epoch 1023
Loss = 1.4071e-02, PNorm = 136.2012, GNorm = 1.0616, lr_0 = 9.4918e-04
Loss = 5.2195e-03, PNorm = 136.2041, GNorm = 0.1389, lr_0 = 9.4916e-04
Validation prc-auc = 0.032467
Epoch 1024
Validation prc-auc = 0.032503
Epoch 1025
Validation prc-auc = 0.033055
Epoch 1026
Validation prc-auc = 0.032937
Epoch 1027
Validation prc-auc = 0.033247
Epoch 1028
Loss = 6.5562e-02, PNorm = 136.2463, GNorm = 2.2043, lr_0 = 9.4894e-04
Validation prc-auc = 0.031749
Epoch 1029
Validation prc-auc = 0.030887
Epoch 1030
Validation prc-auc = 0.031216
Epoch 1031
Validation prc-auc = 0.031142
Epoch 1032
Validation prc-auc = 0.031123
Epoch 1033
Loss = 1.9686e-03, PNorm = 136.2928, GNorm = 0.0519, lr_0 = 9.4869e-04
Validation prc-auc = 0.030806
Epoch 1034
Validation prc-auc = 0.030946
Epoch 1035
Validation prc-auc = 0.031800
Epoch 1036
Validation prc-auc = 0.031802
Epoch 1037
Loss = 1.0280e-04, PNorm = 136.3399, GNorm = 0.0055, lr_0 = 9.4847e-04
Loss = 6.1796e-04, PNorm = 136.3426, GNorm = 0.0263, lr_0 = 9.4845e-04
Validation prc-auc = 0.031755
Epoch 1038
Validation prc-auc = 0.031683
Epoch 1039
Validation prc-auc = 0.031911
Epoch 1040
Validation prc-auc = 0.031551
Epoch 1041
Validation prc-auc = 0.031639
Epoch 1042
Loss = 1.4460e-03, PNorm = 136.3454, GNorm = 0.0673, lr_0 = 9.4823e-04
Validation prc-auc = 0.031558
Epoch 1043
Validation prc-auc = 0.031487
Epoch 1044
Validation prc-auc = 0.031278
Epoch 1045
Validation prc-auc = 0.030968
Epoch 1046
Validation prc-auc = 0.030938
Epoch 1047
Loss = 8.3184e-03, PNorm = 136.3694, GNorm = 0.1536, lr_0 = 9.4798e-04
Validation prc-auc = 0.030973
Epoch 1048
Validation prc-auc = 0.031093
Epoch 1049
Validation prc-auc = 0.031497
Epoch 1050
Validation prc-auc = 0.032044
Epoch 1051
Loss = 1.7350e-03, PNorm = 136.4060, GNorm = 0.0760, lr_0 = 9.4776e-04
Loss = 2.5591e-04, PNorm = 136.4089, GNorm = 0.0122, lr_0 = 9.4775e-04
Validation prc-auc = 0.032366
Epoch 1052
Validation prc-auc = 0.032756
Epoch 1053
Validation prc-auc = 0.033142
Epoch 1054
Validation prc-auc = 0.033330
Epoch 1055
Validation prc-auc = 0.032821
Epoch 1056
Loss = 5.1536e-03, PNorm = 136.4465, GNorm = 0.0454, lr_0 = 9.4751e-04
Loss = 3.6323e-04, PNorm = 136.4487, GNorm = 0.0130, lr_0 = 9.4749e-04
Validation prc-auc = 0.031771
Epoch 1057
Validation prc-auc = 0.031260
Epoch 1058
Validation prc-auc = 0.031008
Epoch 1059
Validation prc-auc = 0.030528
Epoch 1060
Validation prc-auc = 0.030037
Epoch 1061
Loss = 2.2315e-02, PNorm = 136.4732, GNorm = 2.1354, lr_0 = 9.4728e-04
Validation prc-auc = 0.030878
Epoch 1062
Validation prc-auc = 0.031744
Epoch 1063
Validation prc-auc = 0.033888
Epoch 1064
Validation prc-auc = 0.036127
Epoch 1065
Validation prc-auc = 0.037661
Epoch 1066
Loss = 2.8283e-04, PNorm = 136.5120, GNorm = 0.0101, lr_0 = 9.4702e-04
Validation prc-auc = 0.038127
Epoch 1067
Validation prc-auc = 0.038010
Epoch 1068
Validation prc-auc = 0.037360
Epoch 1069
Validation prc-auc = 0.035254
Epoch 1070
Loss = 8.9875e-05, PNorm = 136.5506, GNorm = 0.0022, lr_0 = 9.4681e-04
Loss = 2.6582e-05, PNorm = 136.5541, GNorm = 0.0015, lr_0 = 9.4679e-04
Validation prc-auc = 0.032756
Epoch 1071
Validation prc-auc = 0.029700
Epoch 1072
Validation prc-auc = 0.028818
Epoch 1073
Validation prc-auc = 0.028788
Epoch 1074
Validation prc-auc = 0.029371
Epoch 1075
Loss = 2.3759e-04, PNorm = 136.7474, GNorm = 0.0118, lr_0 = 9.4657e-04
Validation prc-auc = 0.027983
Epoch 1076
Validation prc-auc = 0.026111
Epoch 1077
Validation prc-auc = 0.026058
Epoch 1078
Validation prc-auc = 0.024892
Epoch 1079
Validation prc-auc = 0.026351
Epoch 1080
Loss = 1.4119e-02, PNorm = 137.0986, GNorm = 0.4704, lr_0 = 9.4632e-04
Validation prc-auc = 0.027535
Epoch 1081
Validation prc-auc = 0.028907
Epoch 1082
Validation prc-auc = 0.029840
Epoch 1083
Validation prc-auc = 0.030731
Epoch 1084
Loss = 2.1496e-02, PNorm = 137.3142, GNorm = 0.3172, lr_0 = 9.4610e-04
Loss = 3.6285e-02, PNorm = 137.3297, GNorm = 1.1285, lr_0 = 9.4608e-04
Validation prc-auc = 0.030627
Epoch 1085
Validation prc-auc = 0.030380
Epoch 1086
Validation prc-auc = 0.029502
Epoch 1087
Validation prc-auc = 0.029421
Epoch 1088
Validation prc-auc = 0.030332
Epoch 1089
Loss = 1.0341e-02, PNorm = 137.5036, GNorm = 0.1620, lr_0 = 9.4585e-04
Loss = 3.4176e-01, PNorm = 137.5115, GNorm = 16.5968, lr_0 = 9.4583e-04
Validation prc-auc = 0.030293
Epoch 1090
Validation prc-auc = 0.027465
Epoch 1091
Validation prc-auc = 0.025772
Epoch 1092
Validation prc-auc = 0.024205
Epoch 1093
Validation prc-auc = 0.022931
Epoch 1094
Loss = 2.8669e-02, PNorm = 137.7686, GNorm = 0.6465, lr_0 = 9.4561e-04
Validation prc-auc = 0.021993
Epoch 1095
Validation prc-auc = 0.022564
Epoch 1096
Validation prc-auc = 0.023799
Epoch 1097
Validation prc-auc = 0.024352
Epoch 1098
Validation prc-auc = 0.023833
Epoch 1099
Loss = 9.4961e-03, PNorm = 138.0565, GNorm = 0.2457, lr_0 = 9.4536e-04
Validation prc-auc = 0.022655
Epoch 1100
Validation prc-auc = 0.022176
Epoch 1101
Validation prc-auc = 0.022388
Epoch 1102
Validation prc-auc = 0.023793
Epoch 1103
Loss = 4.3293e-03, PNorm = 138.2025, GNorm = 0.0552, lr_0 = 9.4515e-04
Loss = 2.2923e-03, PNorm = 138.2110, GNorm = 0.1001, lr_0 = 9.4513e-04
Validation prc-auc = 0.025109
Epoch 1104
Validation prc-auc = 0.026854
Epoch 1105
Validation prc-auc = 0.028470
Epoch 1106
Validation prc-auc = 0.028387
Epoch 1107
Validation prc-auc = 0.029218
Epoch 1108
Loss = 2.0125e-02, PNorm = 138.3509, GNorm = 0.8814, lr_0 = 9.4489e-04
Validation prc-auc = 0.030607
Epoch 1109
Validation prc-auc = 0.030339
Epoch 1110
Validation prc-auc = 0.030417
Epoch 1111
Validation prc-auc = 0.031709
Epoch 1112
Validation prc-auc = 0.033151
Epoch 1113
Loss = 5.1683e-02, PNorm = 138.5205, GNorm = 1.7408, lr_0 = 9.4466e-04
Validation prc-auc = 0.033409
Epoch 1114
Validation prc-auc = 0.033786
Epoch 1115
Validation prc-auc = 0.034962
Epoch 1116
Validation prc-auc = 0.035711
Epoch 1117
Loss = 3.9579e-02, PNorm = 138.6366, GNorm = 0.5941, lr_0 = 9.4444e-04
Loss = 4.3791e-03, PNorm = 138.6462, GNorm = 0.2639, lr_0 = 9.4443e-04
Validation prc-auc = 0.036237
Epoch 1118
Validation prc-auc = 0.037058
Epoch 1119
Validation prc-auc = 0.036822
Epoch 1120
Validation prc-auc = 0.036778
Epoch 1121
Validation prc-auc = 0.041437
Epoch 1122
Loss = 3.1086e-02, PNorm = 138.7777, GNorm = 0.5511, lr_0 = 9.4419e-04
Loss = 1.9584e-02, PNorm = 138.7896, GNorm = 1.3329, lr_0 = 9.4417e-04
Validation prc-auc = 0.043794
Epoch 1123
Validation prc-auc = 0.040540
Epoch 1124
Validation prc-auc = 0.034478
Epoch 1125
Validation prc-auc = 0.033052
Epoch 1126
Validation prc-auc = 0.034461
Epoch 1127
Loss = 2.2800e-02, PNorm = 138.9563, GNorm = 0.4561, lr_0 = 9.4396e-04
Validation prc-auc = 0.036404
Epoch 1128
Validation prc-auc = 0.036801
Epoch 1129
Validation prc-auc = 0.035927
Epoch 1130
Validation prc-auc = 0.035605
Epoch 1131
Validation prc-auc = 0.037501
Epoch 1132
Loss = 6.8101e-03, PNorm = 139.1103, GNorm = 0.2220, lr_0 = 9.4371e-04
Validation prc-auc = 0.048945
Epoch 1133
Validation prc-auc = 0.049467
Epoch 1134
Validation prc-auc = 0.046851
Epoch 1135
Validation prc-auc = 0.044963
Epoch 1136
Loss = 2.2123e-02, PNorm = 139.2380, GNorm = 0.9550, lr_0 = 9.4349e-04
Loss = 1.7456e-01, PNorm = 139.2467, GNorm = 3.6114, lr_0 = 9.4347e-04
Validation prc-auc = 0.043180
Epoch 1137
Validation prc-auc = 0.042938
Epoch 1138
Validation prc-auc = 0.043527
Epoch 1139
Validation prc-auc = 0.043946
Epoch 1140
Validation prc-auc = 0.042951
Epoch 1141
Loss = 2.2993e-01, PNorm = 139.3501, GNorm = 4.1375, lr_0 = 9.4324e-04
Validation prc-auc = 0.037672
Epoch 1142
Validation prc-auc = 0.036195
Epoch 1143
Validation prc-auc = 0.036850
Epoch 1144
Validation prc-auc = 0.036139
Epoch 1145
Validation prc-auc = 0.036190
Epoch 1146
Loss = 7.8012e-03, PNorm = 139.5044, GNorm = 0.2798, lr_0 = 9.4300e-04
Validation prc-auc = 0.036963
Epoch 1147
Validation prc-auc = 0.037699
Epoch 1148
Validation prc-auc = 0.037984
Epoch 1149
Validation prc-auc = 0.037418
Epoch 1150
Loss = 5.8955e-03, PNorm = 139.5969, GNorm = 0.0618, lr_0 = 9.4279e-04
Loss = 5.1258e-03, PNorm = 139.6026, GNorm = 0.1634, lr_0 = 9.4277e-04
Validation prc-auc = 0.037401
Epoch 1151
Validation prc-auc = 0.037630
Epoch 1152
Validation prc-auc = 0.036601
Epoch 1153
Validation prc-auc = 0.035831
Epoch 1154
Validation prc-auc = 0.034627
Epoch 1155
Loss = 5.2951e-03, PNorm = 139.6708, GNorm = 0.1253, lr_0 = 9.4253e-04
Loss = 1.0095e-03, PNorm = 139.6747, GNorm = 0.0754, lr_0 = 9.4252e-04
Validation prc-auc = 0.034531
Epoch 1156
Validation prc-auc = 0.034919
Epoch 1157
Validation prc-auc = 0.035271
Epoch 1158
Validation prc-auc = 0.035233
Epoch 1159
Validation prc-auc = 0.035111
Epoch 1160
Loss = 1.1889e-02, PNorm = 139.7251, GNorm = 1.0617, lr_0 = 9.4230e-04
Validation prc-auc = 0.033949
Epoch 1161
Validation prc-auc = 0.033610
Epoch 1162
Validation prc-auc = 0.033309
Epoch 1163
Validation prc-auc = 0.033211
Epoch 1164
Validation prc-auc = 0.034031
Epoch 1165
Loss = 5.9592e-02, PNorm = 139.7640, GNorm = 3.0355, lr_0 = 9.4205e-04
Validation prc-auc = 0.039179
Epoch 1166
Validation prc-auc = 0.038843
Epoch 1167
Validation prc-auc = 0.035640
Epoch 1168
Validation prc-auc = 0.035167
Epoch 1169
Loss = 1.7077e-02, PNorm = 139.8195, GNorm = 0.1217, lr_0 = 9.4183e-04
Loss = 6.2660e-05, PNorm = 139.8255, GNorm = 0.0036, lr_0 = 9.4182e-04
Validation prc-auc = 0.035519
Epoch 1170
Validation prc-auc = 0.035030
Epoch 1171
Validation prc-auc = 0.035123
Epoch 1172
Validation prc-auc = 0.034736
Epoch 1173
Validation prc-auc = 0.034180
Epoch 1174
Loss = 1.5774e-02, PNorm = 139.9106, GNorm = 0.6841, lr_0 = 9.4158e-04
Validation prc-auc = 0.033022
Epoch 1175
Validation prc-auc = 0.031616
Epoch 1176
Validation prc-auc = 0.030890
Epoch 1177
Validation prc-auc = 0.030033
Epoch 1178
Validation prc-auc = 0.028853
Epoch 1179
Loss = 5.2571e-04, PNorm = 140.0584, GNorm = 0.0165, lr_0 = 9.4135e-04
Validation prc-auc = 0.028223
Epoch 1180
Validation prc-auc = 0.026396
Epoch 1181
Validation prc-auc = 0.024664
Epoch 1182
Validation prc-auc = 0.024168
Epoch 1183
Loss = 3.8380e-02, PNorm = 140.2051, GNorm = 0.0170, lr_0 = 9.4112e-04
Validation prc-auc = 0.024558
Epoch 1184
Validation prc-auc = 0.025235
Epoch 1185
Validation prc-auc = 0.026509
Epoch 1186
Validation prc-auc = 0.028025
Epoch 1187
Validation prc-auc = 0.029319
Epoch 1188
Loss = 5.1342e-02, PNorm = 140.3213, GNorm = 0.3288, lr_0 = 9.4088e-04
Loss = 5.5840e-03, PNorm = 140.3312, GNorm = 0.2089, lr_0 = 9.4087e-04
Validation prc-auc = 0.029602
Epoch 1189
Validation prc-auc = 0.030179
Epoch 1190
Validation prc-auc = 0.030795
Epoch 1191
Validation prc-auc = 0.030999
Epoch 1192
Validation prc-auc = 0.030970
Epoch 1193
Loss = 2.6157e-03, PNorm = 140.4526, GNorm = 0.0615, lr_0 = 9.4065e-04
Validation prc-auc = 0.031027
Epoch 1194
Validation prc-auc = 0.032440
Epoch 1195
Validation prc-auc = 0.032913
Epoch 1196
Validation prc-auc = 0.033711
Epoch 1197
Validation prc-auc = 0.033815
Epoch 1198
Loss = 9.2323e-04, PNorm = 140.5393, GNorm = 0.0270, lr_0 = 9.4040e-04
Validation prc-auc = 0.034591
Epoch 1199
Validation prc-auc = 0.035948
Epoch 1200
Validation prc-auc = 0.036269
Epoch 1201
Validation prc-auc = 0.034337
Epoch 1202
Loss = 6.5259e-03, PNorm = 140.6142, GNorm = 0.4150, lr_0 = 9.4018e-04
Loss = 9.3059e-03, PNorm = 140.6203, GNorm = 0.3968, lr_0 = 9.4016e-04
Validation prc-auc = 0.033599
Epoch 1203
Validation prc-auc = 0.033440
Epoch 1204
Validation prc-auc = 0.033288
Epoch 1205
Validation prc-auc = 0.032927
Epoch 1206
Validation prc-auc = 0.033105
Epoch 1207
Loss = 1.3832e-03, PNorm = 140.6844, GNorm = 0.0074, lr_0 = 9.3993e-04
Loss = 2.3543e-05, PNorm = 140.6874, GNorm = 0.0014, lr_0 = 9.3991e-04
Validation prc-auc = 0.033433
Epoch 1208
Validation prc-auc = 0.033365
Epoch 1209
Validation prc-auc = 0.033963
Epoch 1210
Validation prc-auc = 0.035227
Epoch 1211
Validation prc-auc = 0.035441
Epoch 1212
Loss = 8.6480e-04, PNorm = 140.7213, GNorm = 0.0275, lr_0 = 9.3970e-04
Validation prc-auc = 0.035644
Epoch 1213
Validation prc-auc = 0.035728
Epoch 1214
Validation prc-auc = 0.035748
Epoch 1215
Validation prc-auc = 0.035996
Epoch 1216
Loss = 3.5880e-03, PNorm = 140.7562, GNorm = 0.0386, lr_0 = 9.3946e-04
Validation prc-auc = 0.035409
Epoch 1217
Validation prc-auc = 0.036164
Epoch 1218
Validation prc-auc = 0.035639
Epoch 1219
Validation prc-auc = 0.035977
Epoch 1220
Validation prc-auc = 0.035369
Epoch 1221
Loss = 3.9762e-03, PNorm = 140.8076, GNorm = 0.0211, lr_0 = 9.3923e-04
Loss = 1.5641e-04, PNorm = 140.8109, GNorm = 0.0072, lr_0 = 9.3922e-04
Validation prc-auc = 0.035153
Epoch 1222
Validation prc-auc = 0.035400
Epoch 1223
Validation prc-auc = 0.035363
Epoch 1224
Validation prc-auc = 0.034412
Epoch 1225
Validation prc-auc = 0.034724
Epoch 1226
Loss = 1.2437e-03, PNorm = 140.8402, GNorm = 0.0453, lr_0 = 9.3900e-04
Validation prc-auc = 0.034476
Epoch 1227
Validation prc-auc = 0.035470
Epoch 1228
Validation prc-auc = 0.035653
Epoch 1229
Validation prc-auc = 0.035552
Epoch 1230
Validation prc-auc = 0.035563
Epoch 1231
Loss = 4.0997e-04, PNorm = 140.8974, GNorm = 0.0474, lr_0 = 9.3875e-04
Validation prc-auc = 0.035249
Epoch 1232
Validation prc-auc = 0.035527
Epoch 1233
Validation prc-auc = 0.035467
Epoch 1234
Validation prc-auc = 0.036940
Epoch 1235
Loss = 1.7935e-02, PNorm = 140.9469, GNorm = 1.6207, lr_0 = 9.3853e-04
Loss = 1.0153e-05, PNorm = 140.9541, GNorm = 0.0006, lr_0 = 9.3852e-04
Validation prc-auc = 0.037393
Epoch 1236
Validation prc-auc = 0.041689
Epoch 1237
Validation prc-auc = 0.042007
Epoch 1238
Validation prc-auc = 0.041810
Epoch 1239
Validation prc-auc = 0.040889
Epoch 1240
Loss = 1.0241e-03, PNorm = 141.0359, GNorm = 0.0426, lr_0 = 9.3828e-04
Loss = 2.3769e-03, PNorm = 141.0422, GNorm = 0.2302, lr_0 = 9.3827e-04
Validation prc-auc = 0.038837
Epoch 1241
Validation prc-auc = 0.036152
Epoch 1242
Validation prc-auc = 0.035273
Epoch 1243
Validation prc-auc = 0.034961
Epoch 1244
Validation prc-auc = 0.034789
Epoch 1245
Loss = 2.8303e-03, PNorm = 141.1418, GNorm = 0.0556, lr_0 = 9.3805e-04
Validation prc-auc = 0.035015
Epoch 1246
Validation prc-auc = 0.035551
Epoch 1247
Validation prc-auc = 0.035012
Epoch 1248
Validation prc-auc = 0.034724
Epoch 1249
Loss = 9.0744e-03, PNorm = 141.2346, GNorm = 0.2652, lr_0 = 9.3782e-04
Validation prc-auc = 0.034720
Epoch 1250
Validation prc-auc = 0.034172
Epoch 1251
Validation prc-auc = 0.032879
Epoch 1252
Validation prc-auc = 0.032980
Epoch 1253
Validation prc-auc = 0.033415
Epoch 1254
Loss = 9.6464e-03, PNorm = 141.3487, GNorm = 0.1760, lr_0 = 9.3758e-04
Loss = 1.1316e-01, PNorm = 141.3566, GNorm = 4.9482, lr_0 = 9.3757e-04
Validation prc-auc = 0.034623
Epoch 1255
Validation prc-auc = 0.035498
Epoch 1256
Validation prc-auc = 0.034716
Epoch 1257
Validation prc-auc = 0.034624
Epoch 1258
Validation prc-auc = 0.033699
Epoch 1259
Loss = 4.6184e-03, PNorm = 141.4834, GNorm = 0.4001, lr_0 = 9.3735e-04
Validation prc-auc = 0.033193
Epoch 1260
Validation prc-auc = 0.032724
Epoch 1261
Validation prc-auc = 0.032312
Epoch 1262
Validation prc-auc = 0.032705
Epoch 1263
Validation prc-auc = 0.032385
Epoch 1264
Loss = 9.8705e-02, PNorm = 141.6005, GNorm = 1.3283, lr_0 = 9.3710e-04
Validation prc-auc = 0.031830
Epoch 1265
Validation prc-auc = 0.030461
Epoch 1266
Validation prc-auc = 0.029062
Epoch 1267
Validation prc-auc = 0.028351
Epoch 1268
Loss = 9.2064e-03, PNorm = 141.7659, GNorm = 0.1679, lr_0 = 9.3689e-04
Loss = 9.8096e-03, PNorm = 141.7771, GNorm = 0.3339, lr_0 = 9.3687e-04
Validation prc-auc = 0.027256
Epoch 1269
Validation prc-auc = 0.027104
Epoch 1270
Validation prc-auc = 0.026829
Epoch 1271
Validation prc-auc = 0.028950
Epoch 1272
Validation prc-auc = 0.029544
Epoch 1273
Loss = 9.9106e-04, PNorm = 141.8894, GNorm = 0.0325, lr_0 = 9.3664e-04
Loss = 8.0139e-05, PNorm = 141.8954, GNorm = 0.0046, lr_0 = 9.3662e-04
Validation prc-auc = 0.029730
Epoch 1274
Validation prc-auc = 0.029432
Epoch 1275
Validation prc-auc = 0.030444
Epoch 1276
Validation prc-auc = 0.032421
Epoch 1277
Validation prc-auc = 0.033673
Epoch 1278
Loss = 2.2839e-03, PNorm = 141.9692, GNorm = 0.0618, lr_0 = 9.3641e-04
Validation prc-auc = 0.034929
Epoch 1279
Validation prc-auc = 0.035510
Epoch 1280
Validation prc-auc = 0.035849
Epoch 1281
Validation prc-auc = 0.035465
Epoch 1282
Validation prc-auc = 0.034438
Epoch 1283
Loss = 1.5809e-02, PNorm = 142.0532, GNorm = 1.2606, lr_0 = 9.3616e-04
Validation prc-auc = 0.033802
Epoch 1284
Validation prc-auc = 0.033639
Epoch 1285
Validation prc-auc = 0.033778
Epoch 1286
Validation prc-auc = 0.033142
Epoch 1287
Loss = 8.6828e-04, PNorm = 142.1088, GNorm = 0.0480, lr_0 = 9.3594e-04
Loss = 3.6078e-05, PNorm = 142.1123, GNorm = 0.0024, lr_0 = 9.3592e-04
Validation prc-auc = 0.032442
Epoch 1288
Validation prc-auc = 0.031710
Epoch 1289
Validation prc-auc = 0.032139
Epoch 1290
Validation prc-auc = 0.032338
Epoch 1291
Validation prc-auc = 0.032227
Epoch 1292
Loss = 1.2494e-02, PNorm = 142.1687, GNorm = 0.7003, lr_0 = 9.3571e-04
Validation prc-auc = 0.032079
Epoch 1293
Validation prc-auc = 0.031893
Epoch 1294
Validation prc-auc = 0.031733
Epoch 1295
Validation prc-auc = 0.032465
Epoch 1296
Validation prc-auc = 0.033003
Epoch 1297
Loss = 2.7221e-04, PNorm = 142.2271, GNorm = 0.0095, lr_0 = 9.3546e-04
Validation prc-auc = 0.032822
Epoch 1298
Validation prc-auc = 0.032852
Epoch 1299
Validation prc-auc = 0.033361
Epoch 1300
Validation prc-auc = 0.033048
Epoch 1301
Loss = 2.1974e-03, PNorm = 142.3220, GNorm = 0.1000, lr_0 = 9.3524e-04
Loss = 9.9263e-04, PNorm = 142.3351, GNorm = 0.0733, lr_0 = 9.3523e-04
Validation prc-auc = 0.032822
Epoch 1302
Validation prc-auc = 0.033099
Epoch 1303
Validation prc-auc = 0.033437
Epoch 1304
Validation prc-auc = 0.032635
Epoch 1305
Validation prc-auc = 0.029566
Epoch 1306
Loss = 1.5991e-03, PNorm = 142.5044, GNorm = 0.0930, lr_0 = 9.3499e-04
Loss = 4.0586e-05, PNorm = 142.5138, GNorm = 0.0025, lr_0 = 9.3498e-04
Validation prc-auc = 0.026513
Epoch 1307
Validation prc-auc = 0.025515
Epoch 1308
Validation prc-auc = 0.025019
Epoch 1309
Validation prc-auc = 0.024647
Epoch 1310
Validation prc-auc = 0.024138
Epoch 1311
Loss = 6.0799e-03, PNorm = 142.6083, GNorm = 0.1601, lr_0 = 9.3476e-04
Validation prc-auc = 0.023524
Epoch 1312
Validation prc-auc = 0.023056
Epoch 1313
Validation prc-auc = 0.022867
Epoch 1314
Validation prc-auc = 0.022727
Epoch 1315
Validation prc-auc = 0.022511
Epoch 1316
Loss = 9.4910e-04, PNorm = 142.6729, GNorm = 0.0343, lr_0 = 9.3451e-04
Validation prc-auc = 0.022503
Epoch 1317
Validation prc-auc = 0.022680
Epoch 1318
Validation prc-auc = 0.022789
Epoch 1319
Validation prc-auc = 0.022723
Epoch 1320
Loss = 7.6028e-03, PNorm = 142.7254, GNorm = 1.9389, lr_0 = 9.3430e-04
Loss = 6.2584e-06, PNorm = 142.7337, GNorm = 0.0004, lr_0 = 9.3428e-04
Validation prc-auc = 0.022409
Epoch 1321
Validation prc-auc = 0.021578
Epoch 1322
Validation prc-auc = 0.020571
Epoch 1323
Validation prc-auc = 0.021397
Epoch 1324
Validation prc-auc = 0.022563
Epoch 1325
Loss = 9.4651e-02, PNorm = 142.8989, GNorm = 2.0722, lr_0 = 9.3407e-04
Validation prc-auc = 0.022962
Epoch 1326
Validation prc-auc = 0.023144
Epoch 1327
Validation prc-auc = 0.023105
Epoch 1328
Validation prc-auc = 0.023328
Epoch 1329
Validation prc-auc = 0.023394
Epoch 1330
Loss = 7.6253e-04, PNorm = 143.0682, GNorm = 0.0357, lr_0 = 9.3382e-04
Validation prc-auc = 0.023334
Epoch 1331
Validation prc-auc = 0.023491
Epoch 1332
Validation prc-auc = 0.023505
Epoch 1333
Validation prc-auc = 0.023237
Epoch 1334
Loss = 1.0770e-02, PNorm = 143.1364, GNorm = 0.6954, lr_0 = 9.3360e-04
Loss = 6.2200e-05, PNorm = 143.1411, GNorm = 0.0037, lr_0 = 9.3359e-04
Validation prc-auc = 0.023030
Epoch 1335
Validation prc-auc = 0.022721
Epoch 1336
Validation prc-auc = 0.022490
Epoch 1337
Validation prc-auc = 0.022492
Epoch 1338
Validation prc-auc = 0.022552
Epoch 1339
Loss = 7.3509e-03, PNorm = 143.1923, GNorm = 0.6929, lr_0 = 9.3336e-04
Loss = 1.5828e-04, PNorm = 143.1947, GNorm = 0.0094, lr_0 = 9.3334e-04
Validation prc-auc = 0.022690
Epoch 1340
Validation prc-auc = 0.022794
Epoch 1341
Validation prc-auc = 0.022901
Epoch 1342
Validation prc-auc = 0.023077
Epoch 1343
Validation prc-auc = 0.023170
Epoch 1344
Loss = 3.3913e-02, PNorm = 143.2253, GNorm = 0.5510, lr_0 = 9.3312e-04
Validation prc-auc = 0.023151
Epoch 1345
Validation prc-auc = 0.023207
Epoch 1346
Validation prc-auc = 0.023393
Epoch 1347
Validation prc-auc = 0.023338
Epoch 1348
Validation prc-auc = 0.023328
Epoch 1349
Loss = 1.6882e-03, PNorm = 143.2696, GNorm = 0.0504, lr_0 = 9.3288e-04
Validation prc-auc = 0.022982
Epoch 1350
Validation prc-auc = 0.023095
Epoch 1351
Validation prc-auc = 0.023728
Epoch 1352
Validation prc-auc = 0.025332
Epoch 1353
Loss = 9.5082e-03, PNorm = 143.3384, GNorm = 0.9106, lr_0 = 9.3266e-04
Loss = 2.9502e-05, PNorm = 143.3482, GNorm = 0.0025, lr_0 = 9.3264e-04
Validation prc-auc = 0.026533
Epoch 1354
Validation prc-auc = 0.028391
Epoch 1355
Validation prc-auc = 0.029386
Epoch 1356
Validation prc-auc = 0.029036
Epoch 1357
Validation prc-auc = 0.029380
Epoch 1358
Loss = 3.8446e-02, PNorm = 143.4672, GNorm = 0.6465, lr_0 = 9.3241e-04
Validation prc-auc = 0.028065
Epoch 1359
Validation prc-auc = 0.027608
Epoch 1360
Validation prc-auc = 0.027439
Epoch 1361
Validation prc-auc = 0.027506
Epoch 1362
Validation prc-auc = 0.027667
Epoch 1363
Loss = 2.3364e-02, PNorm = 143.5872, GNorm = 1.1948, lr_0 = 9.3218e-04
Validation prc-auc = 0.027588
Epoch 1364
Validation prc-auc = 0.028209
Epoch 1365
Validation prc-auc = 0.028657
Epoch 1366
Validation prc-auc = 0.029445
Epoch 1367
Loss = 1.6397e-02, PNorm = 143.7282, GNorm = 0.6932, lr_0 = 9.3197e-04
Loss = 2.2618e-03, PNorm = 143.7392, GNorm = 0.0914, lr_0 = 9.3195e-04
Validation prc-auc = 0.028989
Epoch 1368
Validation prc-auc = 0.028209
Epoch 1369
Validation prc-auc = 0.027929
Epoch 1370
Validation prc-auc = 0.027617
Epoch 1371
Validation prc-auc = 0.027725
Epoch 1372
Loss = 8.1628e-02, PNorm = 143.8560, GNorm = 1.0670, lr_0 = 9.3172e-04
Loss = 2.6835e-03, PNorm = 143.8618, GNorm = 0.0932, lr_0 = 9.3170e-04
Validation prc-auc = 0.027741
Epoch 1373
Validation prc-auc = 0.026342
Epoch 1374
Validation prc-auc = 0.025733
Epoch 1375
Validation prc-auc = 0.025466
Epoch 1376
Validation prc-auc = 0.027849
Epoch 1377
Loss = 4.6552e-04, PNorm = 143.9387, GNorm = 0.0168, lr_0 = 9.3149e-04
Validation prc-auc = 0.030986
Epoch 1378
Validation prc-auc = 0.031562
Epoch 1379
Validation prc-auc = 0.031349
Epoch 1380
Validation prc-auc = 0.031717
Epoch 1381
Validation prc-auc = 0.032393
Epoch 1382
Loss = 4.0285e-02, PNorm = 144.0439, GNorm = 2.2524, lr_0 = 9.3124e-04
Validation prc-auc = 0.031479
Epoch 1383
Validation prc-auc = 0.030645
Epoch 1384
Validation prc-auc = 0.030310
Epoch 1385
Validation prc-auc = 0.030390
Epoch 1386
Loss = 3.5409e-03, PNorm = 144.1260, GNorm = 0.0654, lr_0 = 9.3102e-04
Loss = 3.0479e-04, PNorm = 144.1328, GNorm = 0.0153, lr_0 = 9.3101e-04
Validation prc-auc = 0.030485
Epoch 1387
Validation prc-auc = 0.030740
Epoch 1388
Validation prc-auc = 0.031165
Epoch 1389
Validation prc-auc = 0.031272
Epoch 1390
Validation prc-auc = 0.030911
Epoch 1391
Loss = 6.5328e-04, PNorm = 144.2080, GNorm = 0.0340, lr_0 = 9.3078e-04
Validation prc-auc = 0.030205
Epoch 1392
Validation prc-auc = 0.027490
Epoch 1393
Validation prc-auc = 0.026125
Epoch 1394
Validation prc-auc = 0.024184
Epoch 1395
Validation prc-auc = 0.022832
Epoch 1396
Loss = 1.8809e-01, PNorm = 144.5003, GNorm = 5.3085, lr_0 = 9.3055e-04
Validation prc-auc = 0.023918
Epoch 1397
Validation prc-auc = 0.022774
Epoch 1398
Validation prc-auc = 0.024385
Epoch 1399
Validation prc-auc = 0.023620
Epoch 1400
Loss = 2.1376e-01, PNorm = 145.0387, GNorm = 2.2565, lr_0 = 9.3033e-04
Loss = 2.5713e-01, PNorm = 145.1002, GNorm = 2.8574, lr_0 = 9.3032e-04
Validation prc-auc = 0.023217
Epoch 1401
Validation prc-auc = 0.020701
Epoch 1402
Validation prc-auc = 0.018162
Epoch 1403
Validation prc-auc = 0.018525
Epoch 1404
Validation prc-auc = 0.021219
Epoch 1405
Loss = 4.6075e-02, PNorm = 145.9921, GNorm = 0.5777, lr_0 = 9.3008e-04
Loss = 2.9559e-02, PNorm = 146.0443, GNorm = 0.9615, lr_0 = 9.3007e-04
Validation prc-auc = 0.022217
Epoch 1406
Validation prc-auc = 0.022568
Epoch 1407
Validation prc-auc = 0.021140
Epoch 1408
Validation prc-auc = 0.022896
Epoch 1409
Validation prc-auc = 0.023808
Epoch 1410
Loss = 1.5121e-02, PNorm = 146.5429, GNorm = 0.4901, lr_0 = 9.2985e-04
Validation prc-auc = 0.024346
Epoch 1411
Validation prc-auc = 0.025355
Epoch 1412
Validation prc-auc = 0.021481
Epoch 1413
Validation prc-auc = 0.024113
Epoch 1414
Validation prc-auc = 0.033886
Epoch 1415
Loss = 4.9330e-02, PNorm = 146.9106, GNorm = 2.1078, lr_0 = 9.2961e-04
Validation prc-auc = 0.042517
Epoch 1416
Validation prc-auc = 0.042090
Epoch 1417
Validation prc-auc = 0.040206
Epoch 1418
Validation prc-auc = 0.038385
Epoch 1419
Loss = 3.3252e-02, PNorm = 147.2579, GNorm = 0.8750, lr_0 = 9.2939e-04
Loss = 3.3786e-03, PNorm = 147.2781, GNorm = 0.1543, lr_0 = 9.2938e-04
Validation prc-auc = 0.037218
Epoch 1420
Validation prc-auc = 0.037130
Epoch 1421
Validation prc-auc = 0.037529
Epoch 1422
Validation prc-auc = 0.038484
Epoch 1423
Validation prc-auc = 0.037834
Epoch 1424
Loss = 4.1670e-02, PNorm = 147.4938, GNorm = 0.1663, lr_0 = 9.2914e-04
Validation prc-auc = 0.037360
Epoch 1425
Validation prc-auc = 0.037292
Epoch 1426
Validation prc-auc = 0.037972
Epoch 1427
Validation prc-auc = 0.036358
Epoch 1428
Validation prc-auc = 0.032324
Epoch 1429
Loss = 4.8497e-02, PNorm = 147.6432, GNorm = 1.0870, lr_0 = 9.2891e-04
Validation prc-auc = 0.031127
Epoch 1430
Validation prc-auc = 0.031301
Epoch 1431
Validation prc-auc = 0.032634
Epoch 1432
Validation prc-auc = 0.033877
Epoch 1433
Loss = 6.3732e-03, PNorm = 147.8656, GNorm = 0.0810, lr_0 = 9.2868e-04
Validation prc-auc = 0.035673
Epoch 1434
Validation prc-auc = 0.036826
Epoch 1435
Validation prc-auc = 0.038912
Epoch 1436
Validation prc-auc = 0.037544
Epoch 1437
Validation prc-auc = 0.037563
Epoch 1438
Loss = 7.6378e-03, PNorm = 148.1034, GNorm = 0.1488, lr_0 = 9.2845e-04
Loss = 1.8796e-04, PNorm = 148.1207, GNorm = 0.0139, lr_0 = 9.2844e-04
Validation prc-auc = 0.036931
Epoch 1439
Validation prc-auc = 0.036250
Epoch 1440
Validation prc-auc = 0.036120
Epoch 1441
Validation prc-auc = 0.037812
Epoch 1442
Validation prc-auc = 0.036031
Epoch 1443
Loss = 7.9265e-02, PNorm = 148.3549, GNorm = 1.4813, lr_0 = 9.2822e-04
Validation prc-auc = 0.034361
Epoch 1444
Validation prc-auc = 0.040190
Epoch 1445
Validation prc-auc = 0.042839
Epoch 1446
Validation prc-auc = 0.042665
Epoch 1447
Validation prc-auc = 0.045144
Epoch 1448
Loss = 1.2312e-01, PNorm = 148.8699, GNorm = 1.6862, lr_0 = 9.2798e-04
Validation prc-auc = 0.046831
Epoch 1449
Validation prc-auc = 0.049053
Epoch 1450
Validation prc-auc = 0.051597
Epoch 1451
Validation prc-auc = 0.053513
Epoch 1452
Loss = 9.6356e-02, PNorm = 149.2922, GNorm = 1.3398, lr_0 = 9.2776e-04
Loss = 1.3216e-03, PNorm = 149.3213, GNorm = 0.0711, lr_0 = 9.2775e-04
Validation prc-auc = 0.052934
Epoch 1453
Validation prc-auc = 0.049829
Epoch 1454
Validation prc-auc = 0.044856
Epoch 1455
Validation prc-auc = 0.043164
Epoch 1456
Validation prc-auc = 0.042332
Epoch 1457
Loss = 1.5730e-02, PNorm = 149.6047, GNorm = 0.1971, lr_0 = 9.2752e-04
Loss = 1.7189e-03, PNorm = 149.6188, GNorm = 0.0896, lr_0 = 9.2750e-04
Validation prc-auc = 0.039620
Epoch 1458
Validation prc-auc = 0.037580
Epoch 1459
Validation prc-auc = 0.035970
Epoch 1460
Validation prc-auc = 0.034943
Epoch 1461
Validation prc-auc = 0.034089
Epoch 1462
Loss = 4.4493e-02, PNorm = 149.7557, GNorm = 2.6252, lr_0 = 9.2729e-04
Validation prc-auc = 0.032938
Epoch 1463
Validation prc-auc = 0.035002
Epoch 1464
Validation prc-auc = 0.037974
Epoch 1465
Validation prc-auc = 0.038707
Epoch 1466
Loss = 1.3865e-01, PNorm = 149.9235, GNorm = 0.0016, lr_0 = 9.2706e-04
Validation prc-auc = 0.039032
Epoch 1467
Validation prc-auc = 0.042661
Epoch 1468
Validation prc-auc = 0.041359
Epoch 1469
Validation prc-auc = 0.041410
Epoch 1470
Validation prc-auc = 0.038908
Epoch 1471
Loss = 3.4733e-02, PNorm = 150.0962, GNorm = 1.5469, lr_0 = 9.2683e-04
Loss = 2.3254e-02, PNorm = 150.1097, GNorm = 0.6548, lr_0 = 9.2681e-04
Validation prc-auc = 0.040055
Epoch 1472
Validation prc-auc = 0.040553
Epoch 1473
Validation prc-auc = 0.040760
Epoch 1474
Validation prc-auc = 0.041141
Epoch 1475
Validation prc-auc = 0.041467
Epoch 1476
Loss = 4.2483e-02, PNorm = 150.2487, GNorm = 0.6965, lr_0 = 9.2660e-04
Validation prc-auc = 0.039800
Epoch 1477
Validation prc-auc = 0.039175
Epoch 1478
Validation prc-auc = 0.037748
Epoch 1479
Validation prc-auc = 0.036611
Epoch 1480
Validation prc-auc = 0.036059
Epoch 1481
Loss = 5.4460e-02, PNorm = 150.3219, GNorm = 1.1901, lr_0 = 9.2635e-04
Validation prc-auc = 0.035773
Epoch 1482
Validation prc-auc = 0.036592
Epoch 1483
Validation prc-auc = 0.037373
Epoch 1484
Validation prc-auc = 0.038518
Epoch 1485
Loss = 1.6312e-03, PNorm = 150.3683, GNorm = 0.0591, lr_0 = 9.2614e-04
Loss = 1.3821e-03, PNorm = 150.3723, GNorm = 0.0730, lr_0 = 9.2612e-04
Validation prc-auc = 0.039072
Epoch 1486
Validation prc-auc = 0.039468
Epoch 1487
Validation prc-auc = 0.039120
Epoch 1488
Validation prc-auc = 0.039997
Epoch 1489
Validation prc-auc = 0.039701
Epoch 1490
Loss = 6.3793e-04, PNorm = 150.4215, GNorm = 0.1275, lr_0 = 9.2589e-04
Loss = 3.8941e-06, PNorm = 150.4246, GNorm = 0.0003, lr_0 = 9.2587e-04
Validation prc-auc = 0.039030
Epoch 1491
Validation prc-auc = 0.038730
Epoch 1492
Validation prc-auc = 0.039820
Epoch 1493
Validation prc-auc = 0.039853
Epoch 1494
Validation prc-auc = 0.038829
Epoch 1495
Loss = 2.8081e-03, PNorm = 150.4630, GNorm = 0.0943, lr_0 = 9.2566e-04
Validation prc-auc = 0.038075
Epoch 1496
Validation prc-auc = 0.038089
Epoch 1497
Validation prc-auc = 0.038238
Epoch 1498
Validation prc-auc = 0.038696
Epoch 1499
Loss = 1.3309e-03, PNorm = 150.5176, GNorm = 0.0006, lr_0 = 9.2543e-04
Validation prc-auc = 0.040448
Epoch 1500
Validation prc-auc = 0.041179
Epoch 1501
Validation prc-auc = 0.041846
Epoch 1502
Validation prc-auc = 0.041789
Epoch 1503
Validation prc-auc = 0.041321
Epoch 1504
Loss = 2.4120e-04, PNorm = 150.5571, GNorm = 0.0053, lr_0 = 9.2520e-04
Loss = 3.2468e-03, PNorm = 150.5599, GNorm = 0.1573, lr_0 = 9.2518e-04
Validation prc-auc = 0.041347
Epoch 1505
Validation prc-auc = 0.043781
Epoch 1506
Validation prc-auc = 0.046246
Epoch 1507
Validation prc-auc = 0.046500
Epoch 1508
Validation prc-auc = 0.046562
Epoch 1509
Loss = 5.1390e-02, PNorm = 150.5960, GNorm = 1.5606, lr_0 = 9.2497e-04
Validation prc-auc = 0.043857
Epoch 1510
Validation prc-auc = 0.040726
Epoch 1511
Validation prc-auc = 0.041465
Epoch 1512
Validation prc-auc = 0.042008
Epoch 1513
Validation prc-auc = 0.040023
Epoch 1514
Loss = 2.6565e-02, PNorm = 150.7393, GNorm = 1.9717, lr_0 = 9.2472e-04
Validation prc-auc = 0.038401
Epoch 1515
Validation prc-auc = 0.044929
Epoch 1516
Validation prc-auc = 0.050774
Epoch 1517
Validation prc-auc = 0.053815
Epoch 1518
Loss = 3.7628e-02, PNorm = 150.8683, GNorm = 0.8817, lr_0 = 9.2451e-04
Loss = 1.3915e-03, PNorm = 150.8781, GNorm = 0.0693, lr_0 = 9.2449e-04
Validation prc-auc = 0.056155
Epoch 1519
Validation prc-auc = 0.057209
Epoch 1520
Validation prc-auc = 0.058011
Epoch 1521
Validation prc-auc = 0.058709
Epoch 1522
Validation prc-auc = 0.058280
Epoch 1523
Loss = 1.9294e-02, PNorm = 150.9977, GNorm = 0.7309, lr_0 = 9.2427e-04
Loss = 2.1218e-04, PNorm = 151.0040, GNorm = 0.0133, lr_0 = 9.2425e-04
Validation prc-auc = 0.054586
Epoch 1524
Validation prc-auc = 0.053329
Epoch 1525
Validation prc-auc = 0.050433
Epoch 1526
Validation prc-auc = 0.049002
Epoch 1527
Validation prc-auc = 0.047765
Epoch 1528
Loss = 4.4260e-03, PNorm = 151.0698, GNorm = 0.2909, lr_0 = 9.2404e-04
Validation prc-auc = 0.047650
Epoch 1529
Validation prc-auc = 0.048476
Epoch 1530
Validation prc-auc = 0.050120
Epoch 1531
Validation prc-auc = 0.051429
Epoch 1532
Validation prc-auc = 0.050830
Epoch 1533
Loss = 8.1195e-03, PNorm = 151.1151, GNorm = 0.4888, lr_0 = 9.2379e-04
Validation prc-auc = 0.049409
Epoch 1534
Validation prc-auc = 0.047612
Epoch 1535
Validation prc-auc = 0.046057
Epoch 1536
Validation prc-auc = 0.045192
Epoch 1537
Loss = 1.3962e-03, PNorm = 151.1517, GNorm = 0.0675, lr_0 = 9.2358e-04
Loss = 4.8065e-03, PNorm = 151.1551, GNorm = 0.2457, lr_0 = 9.2356e-04
Validation prc-auc = 0.044835
Epoch 1538
Validation prc-auc = 0.044982
Epoch 1539
Validation prc-auc = 0.044423
Epoch 1540
Validation prc-auc = 0.044027
Epoch 1541
Validation prc-auc = 0.043200
Epoch 1542
Loss = 5.1388e-03, PNorm = 151.2153, GNorm = 0.2906, lr_0 = 9.2335e-04
Validation prc-auc = 0.043294
Epoch 1543
Validation prc-auc = 0.043328
Epoch 1544
Validation prc-auc = 0.042968
Epoch 1545
Validation prc-auc = 0.042813
Epoch 1546
Validation prc-auc = 0.042612
Epoch 1547
Loss = 2.3703e-01, PNorm = 151.2699, GNorm = 1.9678, lr_0 = 9.2310e-04
Validation prc-auc = 0.041802
Epoch 1548
Validation prc-auc = 0.042265
Epoch 1549
Validation prc-auc = 0.040988
Epoch 1550
Validation prc-auc = 0.039861
Epoch 1551
Loss = 3.1583e-02, PNorm = 151.3123, GNorm = 0.0075, lr_0 = 9.2289e-04
Loss = 2.1347e-04, PNorm = 151.3177, GNorm = 0.0213, lr_0 = 9.2287e-04
Validation prc-auc = 0.040416
Epoch 1552
Validation prc-auc = 0.042031
Epoch 1553
Validation prc-auc = 0.041223
Epoch 1554
Validation prc-auc = 0.039852
Epoch 1555
Validation prc-auc = 0.040053
Epoch 1556
Loss = 8.2091e-03, PNorm = 151.3996, GNorm = 0.5749, lr_0 = 9.2264e-04
Loss = 3.2213e-03, PNorm = 151.4067, GNorm = 0.1823, lr_0 = 9.2263e-04
Validation prc-auc = 0.040191
Epoch 1557
Validation prc-auc = 0.040248
Epoch 1558
Validation prc-auc = 0.037842
Epoch 1559
Validation prc-auc = 0.036695
Epoch 1560
Validation prc-auc = 0.035600
Epoch 1561
Loss = 2.1820e-03, PNorm = 151.4897, GNorm = 0.0606, lr_0 = 9.2242e-04
Validation prc-auc = 0.034431
Epoch 1562
Validation prc-auc = 0.034525
Epoch 1563
Validation prc-auc = 0.034198
Epoch 1564
Validation prc-auc = 0.033854
Epoch 1565
Validation prc-auc = 0.033714
Epoch 1566
Loss = 3.4287e-03, PNorm = 151.5662, GNorm = 0.0939, lr_0 = 9.2217e-04
Validation prc-auc = 0.033611
Epoch 1567
Validation prc-auc = 0.033480
Epoch 1568
Validation prc-auc = 0.033518
Epoch 1569
Validation prc-auc = 0.033741
Epoch 1570
Loss = 8.9400e-04, PNorm = 151.6109, GNorm = 0.0119, lr_0 = 9.2196e-04
Loss = 0.0000e+00, PNorm = 151.6141, GNorm = 0.0000, lr_0 = 9.2194e-04
Validation prc-auc = 0.034210
Epoch 1571
Validation prc-auc = 0.034643
Epoch 1572
Validation prc-auc = 0.034654
Epoch 1573
Validation prc-auc = 0.035783
Epoch 1574
Validation prc-auc = 0.036725
Epoch 1575
Loss = 3.3625e-03, PNorm = 151.6524, GNorm = 0.1033, lr_0 = 9.2173e-04
Validation prc-auc = 0.037550
Epoch 1576
Validation prc-auc = 0.037883
Epoch 1577
Validation prc-auc = 0.038162
Epoch 1578
Validation prc-auc = 0.038292
Epoch 1579
Validation prc-auc = 0.038535
Epoch 1580
Loss = 9.5432e-06, PNorm = 151.6825, GNorm = 0.0006, lr_0 = 9.2148e-04
Validation prc-auc = 0.038406
Epoch 1581
Validation prc-auc = 0.037827
Epoch 1582
Validation prc-auc = 0.037683
Epoch 1583
Validation prc-auc = 0.038327
Epoch 1584
Loss = 8.1256e-04, PNorm = 151.7018, GNorm = 0.0845, lr_0 = 9.2127e-04
Loss = 9.9736e-06, PNorm = 151.7033, GNorm = 0.0008, lr_0 = 9.2125e-04
Validation prc-auc = 0.038301
Epoch 1585
Validation prc-auc = 0.038417
Epoch 1586
Validation prc-auc = 0.038955
Epoch 1587
Validation prc-auc = 0.038932
Epoch 1588
Validation prc-auc = 0.038947
Epoch 1589
Loss = 4.5880e-02, PNorm = 151.7272, GNorm = 5.2389, lr_0 = 9.2103e-04
Loss = 6.4261e-05, PNorm = 151.7287, GNorm = 0.0043, lr_0 = 9.2101e-04
Validation prc-auc = 0.038630
Epoch 1590
Validation prc-auc = 0.037521
Epoch 1591
Validation prc-auc = 0.035767
Epoch 1592
Validation prc-auc = 0.035577
Epoch 1593
Validation prc-auc = 0.034564
Epoch 1594
Loss = 1.0172e-04, PNorm = 151.7856, GNorm = 0.0116, lr_0 = 9.2080e-04
Validation prc-auc = 0.034064
Epoch 1595
Validation prc-auc = 0.035812
Epoch 1596
Validation prc-auc = 0.034369
Epoch 1597
Validation prc-auc = 0.030850
Epoch 1598
Validation prc-auc = 0.026748
Epoch 1599
Loss = 8.3007e-03, PNorm = 152.0937, GNorm = 0.4664, lr_0 = 9.2055e-04
Validation prc-auc = 0.026333
Epoch 1600
Validation prc-auc = 0.028068
Epoch 1601
Validation prc-auc = 0.029611
Epoch 1602
Validation prc-auc = 0.030234
Epoch 1603
Loss = 6.0699e-02, PNorm = 152.5107, GNorm = 1.3514, lr_0 = 9.2034e-04
Loss = 1.8559e-02, PNorm = 152.5360, GNorm = 0.7047, lr_0 = 9.2032e-04
Validation prc-auc = 0.031345
Epoch 1604
Validation prc-auc = 0.032052
Epoch 1605
Validation prc-auc = 0.033253
Epoch 1606
Validation prc-auc = 0.033279
Epoch 1607
Validation prc-auc = 0.032878
Epoch 1608
Loss = 1.4190e-02, PNorm = 152.7995, GNorm = 0.0972, lr_0 = 9.2010e-04
Validation prc-auc = 0.032155
Epoch 1609
Validation prc-auc = 0.031162
Epoch 1610
Validation prc-auc = 0.030797
Epoch 1611
Validation prc-auc = 0.031347
Epoch 1612
Validation prc-auc = 0.030225
Epoch 1613
Loss = 3.6808e-02, PNorm = 152.9486, GNorm = 2.2110, lr_0 = 9.1987e-04
Validation prc-auc = 0.028967
Epoch 1614
Validation prc-auc = 0.027392
Epoch 1615
Validation prc-auc = 0.025505
Epoch 1616
Validation prc-auc = 0.024291
Epoch 1617
Loss = 7.4389e-03, PNorm = 153.0586, GNorm = 0.5173, lr_0 = 9.1966e-04
Loss = 4.9016e-03, PNorm = 153.0666, GNorm = 0.4255, lr_0 = 9.1964e-04
Validation prc-auc = 0.023273
Epoch 1618
Validation prc-auc = 0.024449
Epoch 1619
Validation prc-auc = 0.026998
Epoch 1620
Validation prc-auc = 0.029147
Epoch 1621
Validation prc-auc = 0.030349
Epoch 1622
Loss = 8.5200e-04, PNorm = 153.2032, GNorm = 0.0383, lr_0 = 9.1941e-04
Loss = 2.6817e-03, PNorm = 153.2130, GNorm = 0.2003, lr_0 = 9.1939e-04
Validation prc-auc = 0.030431
Epoch 1623
Validation prc-auc = 0.030836
Epoch 1624
Validation prc-auc = 0.031087
Epoch 1625
Validation prc-auc = 0.031337
Epoch 1626
Validation prc-auc = 0.030932
Epoch 1627
Loss = 1.9060e-03, PNorm = 153.2936, GNorm = 0.1153, lr_0 = 9.1918e-04
Validation prc-auc = 0.031170
Epoch 1628
Validation prc-auc = 0.031683
Epoch 1629
Validation prc-auc = 0.031587
Epoch 1630
Validation prc-auc = 0.031360
Epoch 1631
Validation prc-auc = 0.031365
Epoch 1632
Loss = 7.8127e-03, PNorm = 153.3568, GNorm = 0.7430, lr_0 = 9.1894e-04
Validation prc-auc = 0.031225
Epoch 1633
Validation prc-auc = 0.031047
Epoch 1634
Validation prc-auc = 0.031156
Epoch 1635
Validation prc-auc = 0.031470
Epoch 1636
Loss = 4.9308e-04, PNorm = 153.4262, GNorm = 0.0243, lr_0 = 9.1873e-04
Loss = 2.9603e-06, PNorm = 153.4305, GNorm = 0.0003, lr_0 = 9.1871e-04
Validation prc-auc = 0.031645
Epoch 1637
Validation prc-auc = 0.031990
Epoch 1638
Validation prc-auc = 0.032655
Epoch 1639
Validation prc-auc = 0.032921
Epoch 1640
Validation prc-auc = 0.033037
Epoch 1641
Loss = 4.6856e-04, PNorm = 153.4807, GNorm = 0.0124, lr_0 = 9.1848e-04
Validation prc-auc = 0.033014
Epoch 1642
Validation prc-auc = 0.032488
Epoch 1643
Validation prc-auc = 0.032604
Epoch 1644
Validation prc-auc = 0.032808
Epoch 1645
Validation prc-auc = 0.032904
Epoch 1646
Loss = 6.4743e-05, PNorm = 153.5024, GNorm = 0.0028, lr_0 = 9.1825e-04
Validation prc-auc = 0.032985
Epoch 1647
Validation prc-auc = 0.031735
Epoch 1648
Validation prc-auc = 0.027947
Epoch 1649
Validation prc-auc = 0.024126
Epoch 1650
Loss = 1.8160e-01, PNorm = 153.5501, GNorm = 1.5428, lr_0 = 9.1804e-04
Loss = 3.5648e-02, PNorm = 153.5646, GNorm = 4.5989, lr_0 = 9.1803e-04
Validation prc-auc = 0.025464
Epoch 1651
Validation prc-auc = 0.027574
Epoch 1652
Validation prc-auc = 0.028649
Epoch 1653
Validation prc-auc = 0.029742
Epoch 1654
Validation prc-auc = 0.031128
Epoch 1655
Loss = 7.9103e-02, PNorm = 153.7809, GNorm = 2.6075, lr_0 = 9.1780e-04
Loss = 7.7638e-02, PNorm = 153.8030, GNorm = 5.0321, lr_0 = 9.1778e-04
Validation prc-auc = 0.033256
Epoch 1656
Validation prc-auc = 0.032310
Epoch 1657
Validation prc-auc = 0.029832
Epoch 1658
Validation prc-auc = 0.027872
Epoch 1659
Validation prc-auc = 0.027501
Epoch 1660
Loss = 1.8766e-02, PNorm = 154.1903, GNorm = 0.3809, lr_0 = 9.1757e-04
Validation prc-auc = 0.027885
Epoch 1661
Validation prc-auc = 0.027852
Epoch 1662
Validation prc-auc = 0.027084
Epoch 1663
Validation prc-auc = 0.026004
Epoch 1664
Validation prc-auc = 0.024780
Epoch 1665
Loss = 1.3091e-02, PNorm = 154.4631, GNorm = 0.3500, lr_0 = 9.1733e-04
Validation prc-auc = 0.023512
Epoch 1666
Validation prc-auc = 0.022926
Epoch 1667
Validation prc-auc = 0.023952
Epoch 1668
Validation prc-auc = 0.025096
Epoch 1669
Loss = 3.0509e-01, PNorm = 154.9228, GNorm = 2.7644, lr_0 = 9.1712e-04
Loss = 4.8024e-02, PNorm = 154.9695, GNorm = 1.2224, lr_0 = 9.1710e-04
Validation prc-auc = 0.027878
Epoch 1670
Validation prc-auc = 0.030112
Epoch 1671
Validation prc-auc = 0.031070
Epoch 1672
Validation prc-auc = 0.031119
Epoch 1673
Validation prc-auc = 0.030066
Epoch 1674
Loss = 7.1798e-03, PNorm = 155.4802, GNorm = 0.1396, lr_0 = 9.1687e-04
Validation prc-auc = 0.029906
Epoch 1675
Validation prc-auc = 0.029737
Epoch 1676
Validation prc-auc = 0.029834
Epoch 1677
Validation prc-auc = 0.028925
Epoch 1678
Validation prc-auc = 0.029722
Epoch 1679
Loss = 2.1682e-02, PNorm = 155.7345, GNorm = 0.6758, lr_0 = 9.1664e-04
Validation prc-auc = 0.028528
Epoch 1680
Validation prc-auc = 0.028405
Epoch 1681
Validation prc-auc = 0.028188
Epoch 1682
Validation prc-auc = 0.028569
Epoch 1683
Loss = 1.8949e-03, PNorm = 156.0713, GNorm = 0.0071, lr_0 = 9.1642e-04
Validation prc-auc = 0.029189
Epoch 1684
Validation prc-auc = 0.029360
Epoch 1685
Validation prc-auc = 0.029373
Epoch 1686
Validation prc-auc = 0.028952
Epoch 1687
Validation prc-auc = 0.027908
Epoch 1688
Loss = 5.3013e-03, PNorm = 156.3538, GNorm = 0.1059, lr_0 = 9.1619e-04
Loss = 8.0907e-05, PNorm = 156.3724, GNorm = 0.0067, lr_0 = 9.1617e-04
Validation prc-auc = 0.026953
Epoch 1689
Validation prc-auc = 0.026620
Epoch 1690
Validation prc-auc = 0.026482
Epoch 1691
Validation prc-auc = 0.026365
Epoch 1692
Validation prc-auc = 0.025679
Epoch 1693
Loss = 2.7825e-03, PNorm = 156.5760, GNorm = 0.0844, lr_0 = 9.1596e-04
Validation prc-auc = 0.025361
Epoch 1694
Validation prc-auc = 0.025650
Epoch 1695
Validation prc-auc = 0.025539
Epoch 1696
Validation prc-auc = 0.025652
Epoch 1697
Validation prc-auc = 0.026311
Epoch 1698
Loss = 3.8765e-03, PNorm = 156.8008, GNorm = 0.1215, lr_0 = 9.1572e-04
Validation prc-auc = 0.026205
Epoch 1699
Validation prc-auc = 0.025814
Epoch 1700
Validation prc-auc = 0.026516
Epoch 1701
Validation prc-auc = 0.027029
Epoch 1702
Loss = 5.7116e-03, PNorm = 156.9698, GNorm = 0.0932, lr_0 = 9.1551e-04
Loss = 6.1883e-03, PNorm = 156.9850, GNorm = 0.3355, lr_0 = 9.1549e-04
Validation prc-auc = 0.027092
Epoch 1703
Validation prc-auc = 0.028783
Epoch 1704
Validation prc-auc = 0.030536
Epoch 1705
Validation prc-auc = 0.028857
Epoch 1706
Validation prc-auc = 0.031016
Epoch 1707
Loss = 1.6630e-02, PNorm = 157.2564, GNorm = 0.3021, lr_0 = 9.1526e-04
Loss = 5.0060e-04, PNorm = 157.2768, GNorm = 0.0332, lr_0 = 9.1525e-04
Validation prc-auc = 0.031628
Epoch 1708
Validation prc-auc = 0.032977
Epoch 1709
Validation prc-auc = 0.032486
Epoch 1710
Validation prc-auc = 0.033096
Epoch 1711
Validation prc-auc = 0.034828
Epoch 1712
Loss = 8.4621e-03, PNorm = 157.4860, GNorm = 0.1858, lr_0 = 9.1504e-04
Validation prc-auc = 0.037778
Epoch 1713
Validation prc-auc = 0.040566
Epoch 1714
Validation prc-auc = 0.033232
Epoch 1715
Validation prc-auc = 0.030389
Epoch 1716
Loss = 3.0514e-02, PNorm = 157.8431, GNorm = 0.0070, lr_0 = 9.1481e-04
Validation prc-auc = 0.027735
Epoch 1717
Validation prc-auc = 0.026912
Epoch 1718
Validation prc-auc = 0.026730
Epoch 1719
Validation prc-auc = 0.027273
Epoch 1720
Validation prc-auc = 0.027672
Epoch 1721
Loss = 2.9861e-02, PNorm = 158.1032, GNorm = 0.0681, lr_0 = 9.1458e-04
Loss = 1.9726e-04, PNorm = 158.1147, GNorm = 0.0123, lr_0 = 9.1457e-04
Validation prc-auc = 0.028050
Epoch 1722
Validation prc-auc = 0.028469
Epoch 1723
Validation prc-auc = 0.028508
Epoch 1724
Validation prc-auc = 0.028527
Epoch 1725
Validation prc-auc = 0.028654
Epoch 1726
Loss = 4.0419e-03, PNorm = 158.2310, GNorm = 0.1117, lr_0 = 9.1436e-04
Validation prc-auc = 0.028621
Epoch 1727
Validation prc-auc = 0.028823
Epoch 1728
Validation prc-auc = 0.028911
Epoch 1729
Validation prc-auc = 0.028893
Epoch 1730
Validation prc-auc = 0.028395
Epoch 1731
Loss = 1.9701e-03, PNorm = 158.2989, GNorm = 0.0618, lr_0 = 9.1411e-04
Validation prc-auc = 0.028042
Epoch 1732
Validation prc-auc = 0.028014
Epoch 1733
Validation prc-auc = 0.028134
Epoch 1734
Validation prc-auc = 0.028156
Epoch 1735
Loss = 6.3415e-03, PNorm = 158.3325, GNorm = 0.8587, lr_0 = 9.1390e-04
Loss = 4.9472e-06, PNorm = 158.3352, GNorm = 0.0004, lr_0 = 9.1389e-04
Validation prc-auc = 0.028141
Epoch 1736
Validation prc-auc = 0.028341
Epoch 1737
Validation prc-auc = 0.028863
Epoch 1738
Validation prc-auc = 0.029237
Epoch 1739
Validation prc-auc = 0.029339
Epoch 1740
Loss = 2.8885e-02, PNorm = 158.3690, GNorm = 1.3438, lr_0 = 9.1366e-04
Loss = 5.9605e-08, PNorm = 158.3698, GNorm = 0.0000, lr_0 = 9.1364e-04
Validation prc-auc = 0.029116
Epoch 1741
Validation prc-auc = 0.028456
Epoch 1742
Validation prc-auc = 0.028458
Epoch 1743
Validation prc-auc = 0.028294
Epoch 1744
Validation prc-auc = 0.028270
Epoch 1745
Loss = 2.3687e-03, PNorm = 158.3891, GNorm = 0.0893, lr_0 = 9.1343e-04
Validation prc-auc = 0.028547
Epoch 1746
Validation prc-auc = 0.029657
Epoch 1747
Validation prc-auc = 0.029494
Epoch 1748
Validation prc-auc = 0.029574
Epoch 1749
Loss = 9.2423e-03, PNorm = 158.5351, GNorm = 0.3410, lr_0 = 9.1320e-04
Validation prc-auc = 0.029429
Epoch 1750
Validation prc-auc = 0.029231
Epoch 1751
Validation prc-auc = 0.029160
Epoch 1752
Validation prc-auc = 0.029536
Epoch 1753
Validation prc-auc = 0.029597
Epoch 1754
Loss = 2.9205e-04, PNorm = 158.6235, GNorm = 0.0249, lr_0 = 9.1298e-04
Loss = 1.1603e-05, PNorm = 158.6272, GNorm = 0.0009, lr_0 = 9.1296e-04
Validation prc-auc = 0.029248
Epoch 1755
Validation prc-auc = 0.028854
Epoch 1756
Validation prc-auc = 0.028543
Epoch 1757
Validation prc-auc = 0.028298
Epoch 1758
Validation prc-auc = 0.028458
Epoch 1759
Loss = 9.7902e-04, PNorm = 158.6710, GNorm = 0.0340, lr_0 = 9.1275e-04
Validation prc-auc = 0.028915
Epoch 1760
Validation prc-auc = 0.028816
Epoch 1761
Validation prc-auc = 0.028602
Epoch 1762
Validation prc-auc = 0.027871
Epoch 1763
Validation prc-auc = 0.027427
Epoch 1764
Loss = 1.4085e-02, PNorm = 158.7656, GNorm = 0.3427, lr_0 = 9.1251e-04
Validation prc-auc = 0.026981
Epoch 1765
Validation prc-auc = 0.026824
Epoch 1766
Validation prc-auc = 0.026549
Epoch 1767
Validation prc-auc = 0.026175
Epoch 1768
Loss = 3.3336e-02, PNorm = 158.8966, GNorm = 0.1968, lr_0 = 9.1230e-04
Loss = 2.3986e-01, PNorm = 158.9057, GNorm = 2.0331, lr_0 = 9.1228e-04
Validation prc-auc = 0.026041
Epoch 1769
Validation prc-auc = 0.026199
Epoch 1770
Validation prc-auc = 0.026047
Epoch 1771
Validation prc-auc = 0.025570
Epoch 1772
Validation prc-auc = 0.026205
Epoch 1773
Loss = 2.7589e-02, PNorm = 159.0493, GNorm = 0.7074, lr_0 = 9.1206e-04
Loss = 1.5694e-03, PNorm = 159.0588, GNorm = 0.1052, lr_0 = 9.1204e-04
Validation prc-auc = 0.026479
Epoch 1774
Validation prc-auc = 0.027365
Epoch 1775
Validation prc-auc = 0.027649
Epoch 1776
Validation prc-auc = 0.028144
Epoch 1777
Validation prc-auc = 0.028141
Epoch 1778
Loss = 7.2439e-03, PNorm = 159.1625, GNorm = 0.1128, lr_0 = 9.1183e-04
Validation prc-auc = 0.030457
Epoch 1779
Validation prc-auc = 0.037230
Epoch 1780
Validation prc-auc = 0.035904
Epoch 1781
Validation prc-auc = 0.034402
Epoch 1782
Validation prc-auc = 0.033051
Epoch 1783
Loss = 4.3069e-02, PNorm = 159.5563, GNorm = 1.8282, lr_0 = 9.1159e-04
Validation prc-auc = 0.032128
Epoch 1784
Validation prc-auc = 0.031499
Epoch 1785
Validation prc-auc = 0.031255
Epoch 1786
Validation prc-auc = 0.031697
Epoch 1787
Loss = 1.5499e-02, PNorm = 159.9376, GNorm = 0.7979, lr_0 = 9.1138e-04
Loss = 3.8765e-04, PNorm = 159.9585, GNorm = 0.0292, lr_0 = 9.1136e-04
Validation prc-auc = 0.032644
Epoch 1788
Validation prc-auc = 0.034132
Epoch 1789
Validation prc-auc = 0.034055
Epoch 1790
Validation prc-auc = 0.031348
Epoch 1791
Validation prc-auc = 0.028575
Epoch 1792
Loss = 7.7079e-02, PNorm = 160.1612, GNorm = 1.5979, lr_0 = 9.1115e-04
Validation prc-auc = 0.028417
Epoch 1793
Validation prc-auc = 0.028521
Epoch 1794
Validation prc-auc = 0.028081
Epoch 1795
Validation prc-auc = 0.026555
Epoch 1796
Validation prc-auc = 0.025415
Epoch 1797
Loss = 8.0447e-03, PNorm = 160.4179, GNorm = 0.1812, lr_0 = 9.1091e-04
Validation prc-auc = 0.024716
Epoch 1798
Validation prc-auc = 0.024719
Epoch 1799
Validation prc-auc = 0.024747
Epoch 1800
Validation prc-auc = 0.024991
Epoch 1801
Loss = 1.0320e-02, PNorm = 160.6477, GNorm = 0.3589, lr_0 = 9.1070e-04
Loss = 2.9298e-04, PNorm = 160.6648, GNorm = 0.0212, lr_0 = 9.1068e-04
Validation prc-auc = 0.024932
Epoch 1802
Validation prc-auc = 0.024823
Epoch 1803
Validation prc-auc = 0.026032
Epoch 1804
Validation prc-auc = 0.025972
Epoch 1805
Validation prc-auc = 0.025928
Epoch 1806
Loss = 1.4356e-02, PNorm = 160.8795, GNorm = 1.1616, lr_0 = 9.1046e-04
Loss = 6.7647e-02, PNorm = 160.8942, GNorm = 3.5659, lr_0 = 9.1044e-04
Validation prc-auc = 0.026617
Epoch 1807
Validation prc-auc = 0.027504
Epoch 1808
Validation prc-auc = 0.027993
Epoch 1809
Validation prc-auc = 0.027901
Epoch 1810
Validation prc-auc = 0.027655
Epoch 1811
Loss = 4.6626e-03, PNorm = 161.0691, GNorm = 0.1394, lr_0 = 9.1023e-04
Validation prc-auc = 0.027497
Epoch 1812
Validation prc-auc = 0.027613
Epoch 1813
Validation prc-auc = 0.026990
Epoch 1814
Validation prc-auc = 0.027080
Epoch 1815
Validation prc-auc = 0.027023
Epoch 1816
Loss = 6.2011e-03, PNorm = 161.2215, GNorm = 0.6117, lr_0 = 9.0999e-04
Validation prc-auc = 0.028081
Epoch 1817
Validation prc-auc = 0.028564
Epoch 1818
Validation prc-auc = 0.028867
Epoch 1819
Validation prc-auc = 0.028702
Epoch 1820
Loss = 9.1733e-03, PNorm = 161.3270, GNorm = 0.7875, lr_0 = 9.0978e-04
Loss = 5.4590e-03, PNorm = 161.3350, GNorm = 0.4367, lr_0 = 9.0976e-04
Validation prc-auc = 0.029332
Epoch 1821
Validation prc-auc = 0.031196
Epoch 1822
Validation prc-auc = 0.031186
Epoch 1823
Validation prc-auc = 0.031020
Epoch 1824
Validation prc-auc = 0.031452
Epoch 1825
Loss = 1.0851e-01, PNorm = 161.4919, GNorm = 1.2123, lr_0 = 9.0955e-04
Validation prc-auc = 0.032044
Epoch 1826
Validation prc-auc = 0.032432
Epoch 1827
Validation prc-auc = 0.034325
Epoch 1828
Validation prc-auc = 0.035666
Epoch 1829
Validation prc-auc = 0.036196
Epoch 1830
Loss = 6.3519e-03, PNorm = 161.6783, GNorm = 0.2143, lr_0 = 9.0931e-04
Validation prc-auc = 0.036239
Epoch 1831
Validation prc-auc = 0.035972
Epoch 1832
Validation prc-auc = 0.035644
Epoch 1833
Validation prc-auc = 0.035993
Epoch 1834
Loss = 3.5980e-03, PNorm = 161.8071, GNorm = 0.1372, lr_0 = 9.0910e-04
Loss = 8.4854e-04, PNorm = 161.8154, GNorm = 0.0418, lr_0 = 9.0909e-04
Validation prc-auc = 0.035010
Epoch 1835
Validation prc-auc = 0.034667
Epoch 1836
Validation prc-auc = 0.034623
Epoch 1837
Validation prc-auc = 0.033321
Epoch 1838
Validation prc-auc = 0.033132
Epoch 1839
Loss = 2.7282e-02, PNorm = 161.8984, GNorm = 2.6398, lr_0 = 9.0886e-04
Loss = 1.0792e-03, PNorm = 161.9028, GNorm = 0.0509, lr_0 = 9.0884e-04
Validation prc-auc = 0.032573
Epoch 1840
Validation prc-auc = 0.032057
Epoch 1841
Validation prc-auc = 0.031785
Epoch 1842
Validation prc-auc = 0.031101
Epoch 1843
Validation prc-auc = 0.030395
Epoch 1844
Loss = 5.5264e-04, PNorm = 161.9790, GNorm = 0.0205, lr_0 = 9.0863e-04
Validation prc-auc = 0.030722
Epoch 1845
Validation prc-auc = 0.031106
Epoch 1846
Validation prc-auc = 0.031741
Epoch 1847
Validation prc-auc = 0.032623
Epoch 1848
Validation prc-auc = 0.031982
Epoch 1849
Loss = 5.7364e-02, PNorm = 162.1282, GNorm = 4.6047, lr_0 = 9.0839e-04
Validation prc-auc = 0.030049
Epoch 1850
Validation prc-auc = 0.028618
Epoch 1851
Validation prc-auc = 0.021075
Epoch 1852
Validation prc-auc = 0.019125
Epoch 1853
Loss = 2.3544e-01, PNorm = 162.4275, GNorm = 2.6045, lr_0 = 9.0818e-04
Loss = 4.4184e-02, PNorm = 162.4581, GNorm = 0.9531, lr_0 = 9.0817e-04
Validation prc-auc = 0.020148
Epoch 1854
Validation prc-auc = 0.021397
Epoch 1855
Validation prc-auc = 0.022457
Epoch 1856
Validation prc-auc = 0.023450
Epoch 1857
Validation prc-auc = 0.023936
Epoch 1858
Loss = 3.4010e-02, PNorm = 162.8041, GNorm = 1.1407, lr_0 = 9.0794e-04
Validation prc-auc = 0.023958
Epoch 1859
Validation prc-auc = 0.024494
Epoch 1860
Validation prc-auc = 0.025134
Epoch 1861
Validation prc-auc = 0.025354
Epoch 1862
Validation prc-auc = 0.025620
Epoch 1863
Loss = 1.3863e-02, PNorm = 163.0176, GNorm = 0.6506, lr_0 = 9.0772e-04
Validation prc-auc = 0.025652
Epoch 1864
Validation prc-auc = 0.026301
Epoch 1865
Validation prc-auc = 0.026655
Epoch 1866
Validation prc-auc = 0.026740
Epoch 1867
Loss = 5.6890e-02, PNorm = 163.1470, GNorm = 1.0670, lr_0 = 9.0751e-04
Loss = 8.8122e-04, PNorm = 163.1529, GNorm = 0.0427, lr_0 = 9.0749e-04
Validation prc-auc = 0.026592
Epoch 1868
Validation prc-auc = 0.026598
Epoch 1869
Validation prc-auc = 0.026850
Epoch 1870
Validation prc-auc = 0.027131
Epoch 1871
Validation prc-auc = 0.027456
Epoch 1872
Loss = 4.9404e-03, PNorm = 163.2202, GNorm = 0.1712, lr_0 = 9.0727e-04
Loss = 1.8073e-03, PNorm = 163.2244, GNorm = 0.1766, lr_0 = 9.0725e-04
Validation prc-auc = 0.027454
Epoch 1873
Validation prc-auc = 0.027120
Epoch 1874
Validation prc-auc = 0.026729
Epoch 1875
Validation prc-auc = 0.026608
Epoch 1876
Validation prc-auc = 0.026398
Epoch 1877
Loss = 1.9053e-03, PNorm = 163.2695, GNorm = 0.0810, lr_0 = 9.0704e-04
Validation prc-auc = 0.026335
Epoch 1878
Validation prc-auc = 0.025606
Epoch 1879
Validation prc-auc = 0.025240
Epoch 1880
Validation prc-auc = 0.025039
Epoch 1881
Validation prc-auc = 0.024537
Epoch 1882
Loss = 2.8294e-04, PNorm = 163.3120, GNorm = 0.0226, lr_0 = 9.0680e-04
Validation prc-auc = 0.024456
Epoch 1883
Validation prc-auc = 0.024077
Epoch 1884
Validation prc-auc = 0.023536
Epoch 1885
Validation prc-auc = 0.022511
Epoch 1886
Loss = 2.6438e-02, PNorm = 163.3809, GNorm = 1.7782, lr_0 = 9.0659e-04
Loss = 3.3640e-03, PNorm = 163.3907, GNorm = 0.1646, lr_0 = 9.0657e-04
Validation prc-auc = 0.021990
Epoch 1887
Validation prc-auc = 0.021547
Epoch 1888
Validation prc-auc = 0.021707
Epoch 1889
Validation prc-auc = 0.021860
Epoch 1890
Validation prc-auc = 0.021929
Epoch 1891
Loss = 1.5482e-02, PNorm = 163.5504, GNorm = 0.2886, lr_0 = 9.0635e-04
Validation prc-auc = 0.022123
Epoch 1892
Validation prc-auc = 0.021815
Epoch 1893
Validation prc-auc = 0.022152
Epoch 1894
Validation prc-auc = 0.022373
Epoch 1895
Validation prc-auc = 0.022358
Epoch 1896
Loss = 5.5318e-03, PNorm = 163.6453, GNorm = 0.1020, lr_0 = 9.0612e-04
Validation prc-auc = 0.022396
Epoch 1897
Validation prc-auc = 0.022376
Epoch 1898
Validation prc-auc = 0.022523
Epoch 1899
Validation prc-auc = 0.022559
Epoch 1900
Loss = 1.1729e-02, PNorm = 163.6953, GNorm = 1.1590, lr_0 = 9.0592e-04
Loss = 7.1525e-07, PNorm = 163.6979, GNorm = 0.0001, lr_0 = 9.0590e-04
Validation prc-auc = 0.022472
Epoch 1901
Validation prc-auc = 0.022345
Epoch 1902
Validation prc-auc = 0.023062
Epoch 1903
Validation prc-auc = 0.024321
Epoch 1904
Validation prc-auc = 0.025431
Epoch 1905
Loss = 7.6066e-04, PNorm = 163.7726, GNorm = 0.0245, lr_0 = 9.0567e-04
Loss = 1.9868e-07, PNorm = 163.7777, GNorm = 0.0000, lr_0 = 9.0566e-04
Validation prc-auc = 0.026872
Epoch 1906
Validation prc-auc = 0.027099
Epoch 1907
Validation prc-auc = 0.027238
Epoch 1908
Validation prc-auc = 0.027396
Epoch 1909
Validation prc-auc = 0.027473
Epoch 1910
Loss = 2.3002e-04, PNorm = 163.8233, GNorm = 0.0083, lr_0 = 9.0545e-04
Validation prc-auc = 0.027431
Epoch 1911
Validation prc-auc = 0.027373
Epoch 1912
Validation prc-auc = 0.027625
Epoch 1913
Validation prc-auc = 0.027746
Epoch 1914
Validation prc-auc = 0.027369
Epoch 1915
Loss = 1.1243e-03, PNorm = 163.8525, GNorm = 0.1106, lr_0 = 9.0521e-04
Validation prc-auc = 0.027447
Epoch 1916
Validation prc-auc = 0.027294
Epoch 1917
Validation prc-auc = 0.027733
Epoch 1918
Validation prc-auc = 0.027315
Epoch 1919
Loss = 1.6469e-04, PNorm = 163.9340, GNorm = 0.0055, lr_0 = 9.0500e-04
Loss = 5.9605e-08, PNorm = 163.9408, GNorm = 0.0000, lr_0 = 9.0498e-04
Validation prc-auc = 0.026939
Epoch 1920
Validation prc-auc = 0.027020
Epoch 1921
Validation prc-auc = 0.027175
Epoch 1922
Validation prc-auc = 0.027223
Epoch 1923
Validation prc-auc = 0.027419
Epoch 1924
Loss = 3.0545e-03, PNorm = 163.9884, GNorm = 0.2995, lr_0 = 9.0476e-04
Validation prc-auc = 0.027595
Epoch 1925
Validation prc-auc = 0.027720
Epoch 1926
Validation prc-auc = 0.027738
Epoch 1927
Validation prc-auc = 0.027785
Epoch 1928
Validation prc-auc = 0.028000
Epoch 1929
Loss = 7.3892e-03, PNorm = 164.0322, GNorm = 0.2754, lr_0 = 9.0454e-04
Validation prc-auc = 0.027381
Epoch 1930
Validation prc-auc = 0.025301
Epoch 1931
Validation prc-auc = 0.023713
Epoch 1932
Validation prc-auc = 0.023437
Epoch 1933
Loss = 5.9737e-03, PNorm = 164.1887, GNorm = 0.0035, lr_0 = 9.0431e-04
Validation prc-auc = 0.023828
Epoch 1934
Validation prc-auc = 0.024018
Epoch 1935
Validation prc-auc = 0.023924
Epoch 1936
Validation prc-auc = 0.024066
Epoch 1937
Validation prc-auc = 0.024078
Epoch 1938
Loss = 2.4738e-02, PNorm = 164.3820, GNorm = 0.3985, lr_0 = 9.0409e-04
Loss = 7.9693e-03, PNorm = 164.3958, GNorm = 0.2903, lr_0 = 9.0407e-04
Validation prc-auc = 0.023752
Epoch 1939
Validation prc-auc = 0.023594
Epoch 1940
Validation prc-auc = 0.023916
Epoch 1941
Validation prc-auc = 0.024132
Epoch 1942
Validation prc-auc = 0.024505
Epoch 1943
Loss = 7.2978e-03, PNorm = 164.5443, GNorm = 0.4364, lr_0 = 9.0386e-04
Validation prc-auc = 0.024735
Epoch 1944
Validation prc-auc = 0.025054
Epoch 1945
Validation prc-auc = 0.025787
Epoch 1946
Validation prc-auc = 0.025531
Epoch 1947
Validation prc-auc = 0.025288
Epoch 1948
Loss = 2.5497e-02, PNorm = 164.6460, GNorm = 0.6900, lr_0 = 9.0362e-04
Validation prc-auc = 0.025262
Epoch 1949
Validation prc-auc = 0.025145
Epoch 1950
Validation prc-auc = 0.024912
Epoch 1951
Validation prc-auc = 0.024809
Epoch 1952
Loss = 8.2121e-04, PNorm = 164.7187, GNorm = 0.0281, lr_0 = 9.0341e-04
Loss = 7.9096e-04, PNorm = 164.7231, GNorm = 0.0424, lr_0 = 9.0340e-04
Validation prc-auc = 0.024693
Epoch 1953
Validation prc-auc = 0.024540
Epoch 1954
Validation prc-auc = 0.024538
Epoch 1955
Validation prc-auc = 0.024441
Epoch 1956
Validation prc-auc = 0.024257
Epoch 1957
Loss = 6.1155e-04, PNorm = 164.7740, GNorm = 0.0373, lr_0 = 9.0317e-04
Loss = 3.6633e-04, PNorm = 164.7778, GNorm = 0.0214, lr_0 = 9.0316e-04
Validation prc-auc = 0.024121
Epoch 1958
Validation prc-auc = 0.024129
Epoch 1959
Validation prc-auc = 0.023908
Epoch 1960
Validation prc-auc = 0.023821
Epoch 1961
Validation prc-auc = 0.023762
Epoch 1962
Loss = 1.5169e-04, PNorm = 164.8221, GNorm = 0.0087, lr_0 = 9.0295e-04
Validation prc-auc = 0.023703
Epoch 1963
Validation prc-auc = 0.023719
Epoch 1964
Validation prc-auc = 0.023682
Epoch 1965
Validation prc-auc = 0.024026
Epoch 1966
Loss = 2.9802e-04, PNorm = 164.8433, GNorm = 0.0105, lr_0 = 9.0273e-04
Validation prc-auc = 0.023651
Epoch 1967
Validation prc-auc = 0.023528
Epoch 1968
Validation prc-auc = 0.023363
Epoch 1969
Validation prc-auc = 0.022929
Epoch 1970
Validation prc-auc = 0.022930
Epoch 1971
Loss = 2.6325e-04, PNorm = 164.9198, GNorm = 0.0130, lr_0 = 9.0250e-04
Loss = 2.8387e-04, PNorm = 164.9270, GNorm = 0.0161, lr_0 = 9.0249e-04
Validation prc-auc = 0.022744
Epoch 1972
Validation prc-auc = 0.022894
Epoch 1973
Validation prc-auc = 0.022940
Epoch 1974
Validation prc-auc = 0.022450
Epoch 1975
Validation prc-auc = 0.022200
Epoch 1976
Loss = 1.3490e-02, PNorm = 165.0072, GNorm = 1.0948, lr_0 = 9.0228e-04
Validation prc-auc = 0.022714
Epoch 1977
Validation prc-auc = 0.023740
Epoch 1978
Validation prc-auc = 0.024323
Epoch 1979
Validation prc-auc = 0.023741
Epoch 1980
Validation prc-auc = 0.023047
Epoch 1981
Loss = 3.3843e-02, PNorm = 165.0868, GNorm = 1.0840, lr_0 = 9.0204e-04
Validation prc-auc = 0.022626
Epoch 1982
Validation prc-auc = 0.022306
Epoch 1983
Validation prc-auc = 0.022095
Epoch 1984
Validation prc-auc = 0.022112
Epoch 1985
Loss = 3.0298e-02, PNorm = 165.1483, GNorm = 0.1509, lr_0 = 9.0183e-04
Loss = 3.0304e-03, PNorm = 165.1537, GNorm = 0.1647, lr_0 = 9.0181e-04
Validation prc-auc = 0.022532
Epoch 1986
Validation prc-auc = 0.022634
Epoch 1987
Validation prc-auc = 0.022778
Epoch 1988
Validation prc-auc = 0.022970
Epoch 1989
Validation prc-auc = 0.023303
Epoch 1990
Loss = 4.6652e-03, PNorm = 165.2236, GNorm = 0.1676, lr_0 = 9.0159e-04
Loss = 1.3677e-01, PNorm = 165.2320, GNorm = 8.6115, lr_0 = 9.0157e-04
Validation prc-auc = 0.023689
Epoch 1991
Validation prc-auc = 0.024196
Epoch 1992
Validation prc-auc = 0.024175
Epoch 1993
Validation prc-auc = 0.023684
Epoch 1994
Validation prc-auc = 0.023494
Epoch 1995
Loss = 1.2742e-02, PNorm = 165.3901, GNorm = 0.4226, lr_0 = 9.0137e-04
Validation prc-auc = 0.023407
Epoch 1996
Validation prc-auc = 0.023330
Epoch 1997
Validation prc-auc = 0.023010
Epoch 1998
Validation prc-auc = 0.022677
Epoch 1999
Loss = 1.6974e-03, PNorm = 165.5174, GNorm = 0.0048, lr_0 = 9.0114e-04
Validation prc-auc = 0.022664
Model 0 best validation prc-auc = 0.058709 on epoch 1521
Loading pretrained parameter "encoder.encoder.0.cached_zero_vector".
Loading pretrained parameter "encoder.encoder.0.W_i.weight".
Loading pretrained parameter "encoder.encoder.0.W_h.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.bias".
Loading pretrained parameter "ffn.1.weight".
Loading pretrained parameter "ffn.1.bias".
Loading pretrained parameter "ffn.4.weight".
Loading pretrained parameter "ffn.4.bias".
Loading pretrained parameter "ffn.7.weight".
Loading pretrained parameter "ffn.7.bias".
Moving model to cuda
Model 0 test prc-auc = 0.027436
Ensemble test prc-auc = 0.027436
Fold 4
Splitting data with seed 4
Class sizes
sars_cov_two_active 0: 98.39%, 1: 1.61%
Total size = 3,291 | train size = 3,291 | val size = 1,093 | test size = 1,084
With class_balance, effective train size = 106
Building model 0
MoleculeModel(
  (sigmoid): Sigmoid()
  (encoder): MPN(
    (encoder): ModuleList(
      (0): MPNEncoder(
        (dropout_layer): Dropout(p=0.30000000000000004, inplace=False)
        (act_func): ReLU()
        (W_i): Linear(in_features=147, out_features=2000, bias=False)
        (W_h): Linear(in_features=2000, out_features=2000, bias=False)
        (W_o): Linear(in_features=2133, out_features=2000, bias=True)
      )
    )
  )
  (ffn): Sequential(
    (0): Dropout(p=0.30000000000000004, inplace=False)
    (1): Linear(in_features=2000, out_features=2000, bias=True)
    (2): ReLU()
    (3): Dropout(p=0.30000000000000004, inplace=False)
    (4): Linear(in_features=2000, out_features=2000, bias=True)
    (5): ReLU()
    (6): Dropout(p=0.30000000000000004, inplace=False)
    (7): Linear(in_features=2000, out_features=1, bias=True)
  )
)
Number of parameters = 16,568,001
Moving model to cuda
Epoch 0
Validation prc-auc = 0.016962
Epoch 1
Validation prc-auc = 0.016919
Epoch 2
Validation prc-auc = 0.037697
Epoch 3
Validation prc-auc = 0.033130
Epoch 4
Loss = 7.1479e-01, PNorm = 91.3505, GNorm = 2.7787, lr_0 = 2.0385e-04
Loss = 6.2581e-01, PNorm = 91.3537, GNorm = 7.0499, lr_0 = 2.1077e-04
Validation prc-auc = 0.030131
Epoch 5
Validation prc-auc = 0.030528
Epoch 6
Validation prc-auc = 0.030735
Epoch 7
Validation prc-auc = 0.029127
Epoch 8
Validation prc-auc = 0.025439
Epoch 9
Loss = 7.2558e-01, PNorm = 91.4065, GNorm = 3.4221, lr_0 = 3.0077e-04
Validation prc-auc = 0.032246
Epoch 10
Validation prc-auc = 0.012668
Epoch 11
Validation prc-auc = 0.032045
Epoch 12
Validation prc-auc = 0.031556
Epoch 13
Validation prc-auc = 0.028462
Epoch 14
Loss = 6.9489e-01, PNorm = 91.4856, GNorm = 1.0483, lr_0 = 4.0462e-04
Validation prc-auc = 0.033044
Epoch 15
Validation prc-auc = 0.034571
Epoch 16
Validation prc-auc = 0.030780
Epoch 17
Validation prc-auc = 0.031483
Epoch 18
Loss = 6.9827e-01, PNorm = 91.5645, GNorm = 1.1916, lr_0 = 4.9462e-04
Loss = 6.0774e-01, PNorm = 91.5715, GNorm = 2.3213, lr_0 = 5.0154e-04
Validation prc-auc = 0.026654
Epoch 19
Validation prc-auc = 0.031787
Epoch 20
Validation prc-auc = 0.019001
Epoch 21
Validation prc-auc = 0.019913
Epoch 22
Validation prc-auc = 0.022190
Epoch 23
Loss = 6.7978e-01, PNorm = 91.6859, GNorm = 2.3324, lr_0 = 5.9846e-04
Loss = 5.6366e-01, PNorm = 91.6956, GNorm = 3.0493, lr_0 = 6.0538e-04
Validation prc-auc = 0.022119
Epoch 24
Validation prc-auc = 0.020493
Epoch 25
Validation prc-auc = 0.018899
Epoch 26
Validation prc-auc = 0.020907
Epoch 27
Validation prc-auc = 0.019376
Epoch 28
Loss = 7.4325e-01, PNorm = 91.8301, GNorm = 1.6438, lr_0 = 6.9538e-04
Validation prc-auc = 0.018635
Epoch 29
Validation prc-auc = 0.020699
Epoch 30
Validation prc-auc = 0.019853
Epoch 31
Validation prc-auc = 0.020427
Epoch 32
Validation prc-auc = 0.018854
Epoch 33
Loss = 6.7253e-01, PNorm = 92.0060, GNorm = 1.6031, lr_0 = 7.9923e-04
Validation prc-auc = 0.021327
Epoch 34
Validation prc-auc = 0.022855
Epoch 35
Validation prc-auc = 0.023075
Epoch 36
Validation prc-auc = 0.021302
Epoch 37
Loss = 6.6452e-01, PNorm = 92.1833, GNorm = 1.0541, lr_0 = 8.8923e-04
Loss = 4.1113e-01, PNorm = 92.1997, GNorm = 1.4468, lr_0 = 8.9615e-04
Validation prc-auc = 0.020465
Epoch 38
Validation prc-auc = 0.020951
Epoch 39
Validation prc-auc = 0.021993
Epoch 40
Validation prc-auc = 0.023293
Epoch 41
Validation prc-auc = 0.021934
Epoch 42
Loss = 7.5229e-01, PNorm = 92.3990, GNorm = 1.8955, lr_0 = 9.8615e-04
Validation prc-auc = 0.022325
Epoch 43
Validation prc-auc = 0.022222
Epoch 44
Validation prc-auc = 0.021049
Epoch 45
Validation prc-auc = 0.021961
Epoch 46
Validation prc-auc = 0.023650
Epoch 47
Loss = 6.5184e-01, PNorm = 92.6541, GNorm = 0.9088, lr_0 = 9.9977e-04
Validation prc-auc = 0.025444
Epoch 48
Validation prc-auc = 0.024562
Epoch 49
Validation prc-auc = 0.023302
Epoch 50
Validation prc-auc = 0.019793
Epoch 51
Loss = 6.8012e-01, PNorm = 92.8607, GNorm = 1.1867, lr_0 = 9.9954e-04
Loss = 5.5177e-01, PNorm = 92.8777, GNorm = 1.3635, lr_0 = 9.9952e-04
Validation prc-auc = 0.022913
Epoch 52
Validation prc-auc = 0.025812
Epoch 53
Validation prc-auc = 0.023512
Epoch 54
Validation prc-auc = 0.020878
Epoch 55
Validation prc-auc = 0.020236
Epoch 56
Loss = 5.5588e-01, PNorm = 93.0934, GNorm = 0.4473, lr_0 = 9.9927e-04
Loss = 4.1535e-01, PNorm = 93.1102, GNorm = 1.0958, lr_0 = 9.9926e-04
Validation prc-auc = 0.019443
Epoch 57
Validation prc-auc = 0.018608
Epoch 58
Validation prc-auc = 0.019561
Epoch 59
Validation prc-auc = 0.019416
Epoch 60
Validation prc-auc = 0.016719
Epoch 61
Loss = 5.6698e-01, PNorm = 93.3250, GNorm = 1.3167, lr_0 = 9.9903e-04
Validation prc-auc = 0.016157
Epoch 62
Validation prc-auc = 0.017743
Epoch 63
Validation prc-auc = 0.019083
Epoch 64
Validation prc-auc = 0.021021
Epoch 65
Validation prc-auc = 0.022668
Epoch 66
Loss = 6.3455e-01, PNorm = 93.6571, GNorm = 0.5670, lr_0 = 9.9876e-04
Validation prc-auc = 0.037751
Epoch 67
Validation prc-auc = 0.021336
Epoch 68
Validation prc-auc = 0.016319
Epoch 69
Validation prc-auc = 0.017577
Epoch 70
Loss = 6.4565e-01, PNorm = 93.9506, GNorm = 0.3878, lr_0 = 9.9853e-04
Loss = 6.7547e-01, PNorm = 93.9727, GNorm = 0.6485, lr_0 = 9.9851e-04
Validation prc-auc = 0.017530
Epoch 71
Validation prc-auc = 0.017813
Epoch 72
Validation prc-auc = 0.018222
Epoch 73
Validation prc-auc = 0.017650
Epoch 74
Validation prc-auc = 0.018094
Epoch 75
Loss = 5.1237e-01, PNorm = 94.2324, GNorm = 0.8780, lr_0 = 9.9828e-04
Validation prc-auc = 0.017591
Epoch 76
Validation prc-auc = 0.018346
Epoch 77
Validation prc-auc = 0.019064
Epoch 78
Validation prc-auc = 0.020432
Epoch 79
Validation prc-auc = 0.021080
Epoch 80
Loss = 5.5594e-01, PNorm = 94.4801, GNorm = 0.4820, lr_0 = 9.9802e-04
Validation prc-auc = 0.021831
Epoch 81
Validation prc-auc = 0.022121
Epoch 82
Validation prc-auc = 0.021439
Epoch 83
Validation prc-auc = 0.020428
Epoch 84
Loss = 5.0201e-01, PNorm = 94.7161, GNorm = 1.1117, lr_0 = 9.9779e-04
Loss = 3.4925e-01, PNorm = 94.7347, GNorm = 2.9258, lr_0 = 9.9777e-04
Validation prc-auc = 0.019400
Epoch 85
Validation prc-auc = 0.017998
Epoch 86
Validation prc-auc = 0.019668
Epoch 87
Validation prc-auc = 0.020440
Epoch 88
Validation prc-auc = 0.017990
Epoch 89
Loss = 4.8127e-01, PNorm = 95.0541, GNorm = 0.5475, lr_0 = 9.9752e-04
Loss = 4.1100e-01, PNorm = 95.0829, GNorm = 1.0755, lr_0 = 9.9750e-04
Validation prc-auc = 0.021564
Epoch 90
Validation prc-auc = 0.022145
Epoch 91
Validation prc-auc = 0.022052
Epoch 92
Validation prc-auc = 0.019352
Epoch 93
Validation prc-auc = 0.018996
Epoch 94
Loss = 4.8237e-01, PNorm = 95.4035, GNorm = 1.6718, lr_0 = 9.9727e-04
Validation prc-auc = 0.019990
Epoch 95
Validation prc-auc = 0.020576
Epoch 96
Validation prc-auc = 0.020363
Epoch 97
Validation prc-auc = 0.021095
Epoch 98
Validation prc-auc = 0.022262
Epoch 99
Loss = 5.3609e-01, PNorm = 95.7585, GNorm = 1.4049, lr_0 = 9.9701e-04
Validation prc-auc = 0.026904
Epoch 100
Validation prc-auc = 0.028888
Epoch 101
Validation prc-auc = 0.024260
Epoch 102
Validation prc-auc = 0.017488
Epoch 103
Loss = 7.1166e-01, PNorm = 96.1907, GNorm = 1.2148, lr_0 = 9.9678e-04
Loss = 4.4455e-01, PNorm = 96.2338, GNorm = 0.8222, lr_0 = 9.9676e-04
Validation prc-auc = 0.019499
Epoch 104
Validation prc-auc = 0.086411
Epoch 105
Validation prc-auc = 0.106787
Epoch 106
Validation prc-auc = 0.084879
Epoch 107
Validation prc-auc = 0.032003
Epoch 108
Loss = 4.3651e-01, PNorm = 96.7602, GNorm = 0.4672, lr_0 = 9.9651e-04
Validation prc-auc = 0.038911
Epoch 109
Validation prc-auc = 0.039695
Epoch 110
Validation prc-auc = 0.039496
Epoch 111
Validation prc-auc = 0.034595
Epoch 112
Validation prc-auc = 0.039623
Epoch 113
Loss = 5.1776e-01, PNorm = 97.1574, GNorm = 0.4519, lr_0 = 9.9627e-04
Validation prc-auc = 0.046088
Epoch 114
Validation prc-auc = 0.086995
Epoch 115
Validation prc-auc = 0.032190
Epoch 116
Validation prc-auc = 0.031746
Epoch 117
Loss = 4.9027e-01, PNorm = 97.5202, GNorm = 0.5134, lr_0 = 9.9604e-04
Loss = 4.3928e-01, PNorm = 97.5462, GNorm = 0.8766, lr_0 = 9.9602e-04
Validation prc-auc = 0.031338
Epoch 118
Validation prc-auc = 0.032475
Epoch 119
Validation prc-auc = 0.033686
Epoch 120
Validation prc-auc = 0.039824
Epoch 121
Validation prc-auc = 0.031255
Epoch 122
Loss = 3.9659e-01, PNorm = 97.8835, GNorm = 0.7452, lr_0 = 9.9577e-04
Loss = 5.4035e-01, PNorm = 97.9077, GNorm = 2.2056, lr_0 = 9.9575e-04
Validation prc-auc = 0.027215
Epoch 123
Validation prc-auc = 0.024685
Epoch 124
Validation prc-auc = 0.025999
Epoch 125
Validation prc-auc = 0.027132
Epoch 126
Validation prc-auc = 0.026823
Epoch 127
Loss = 2.5626e-01, PNorm = 98.2498, GNorm = 1.5873, lr_0 = 9.9552e-04
Validation prc-auc = 0.027963
Epoch 128
Validation prc-auc = 0.027963
Epoch 129
Validation prc-auc = 0.022759
Epoch 130
Validation prc-auc = 0.022053
Epoch 131
Validation prc-auc = 0.021953
Epoch 132
Loss = 2.4806e-01, PNorm = 98.6328, GNorm = 2.6621, lr_0 = 9.9526e-04
Validation prc-auc = 0.019798
Epoch 133
Validation prc-auc = 0.019696
Epoch 134
Validation prc-auc = 0.020907
Epoch 135
Validation prc-auc = 0.020063
Epoch 136
Loss = 1.7614e-01, PNorm = 99.0021, GNorm = 2.8214, lr_0 = 9.9503e-04
Loss = 6.5937e-01, PNorm = 99.0269, GNorm = 3.4667, lr_0 = 9.9501e-04
Validation prc-auc = 0.020079
Epoch 137
Validation prc-auc = 0.021384
Epoch 138
Validation prc-auc = 0.021604
Epoch 139
Validation prc-auc = 0.023808
Epoch 140
Validation prc-auc = 0.022552
Epoch 141
Loss = 2.8461e-01, PNorm = 99.5733, GNorm = 1.5134, lr_0 = 9.9477e-04
Validation prc-auc = 0.022133
Epoch 142
Validation prc-auc = 0.023060
Epoch 143
Validation prc-auc = 0.029958
Epoch 144
Validation prc-auc = 0.025114
Epoch 145
Validation prc-auc = 0.023736
Epoch 146
Loss = 2.4577e-01, PNorm = 100.1317, GNorm = 0.9472, lr_0 = 9.9452e-04
Validation prc-auc = 0.023150
Epoch 147
Validation prc-auc = 0.023832
Epoch 148
Validation prc-auc = 0.023987
Epoch 149
Validation prc-auc = 0.023010
Epoch 150
Loss = 1.8552e-01, PNorm = 100.5320, GNorm = 0.7552, lr_0 = 9.9429e-04
Loss = 5.1962e-02, PNorm = 100.5674, GNorm = 0.8570, lr_0 = 9.9427e-04
Validation prc-auc = 0.024460
Epoch 151
Validation prc-auc = 0.021746
Epoch 152
Validation prc-auc = 0.021154
Epoch 153
Validation prc-auc = 0.023696
Epoch 154
Validation prc-auc = 0.026407
Epoch 155
Loss = 1.6661e-01, PNorm = 101.0245, GNorm = 1.2737, lr_0 = 9.9403e-04
Loss = 3.5802e-01, PNorm = 101.0592, GNorm = 3.5649, lr_0 = 9.9401e-04
Validation prc-auc = 0.028865
Epoch 156
Validation prc-auc = 0.032117
Epoch 157
Validation prc-auc = 0.029297
Epoch 158
Validation prc-auc = 0.029459
Epoch 159
Validation prc-auc = 0.027616
Epoch 160
Loss = 4.8425e-01, PNorm = 101.4577, GNorm = 2.9904, lr_0 = 9.9378e-04
Validation prc-auc = 0.028822
Epoch 161
Validation prc-auc = 0.028860
Epoch 162
Validation prc-auc = 0.030413
Epoch 163
Validation prc-auc = 0.030114
Epoch 164
Validation prc-auc = 0.028212
Epoch 165
Loss = 2.3913e-01, PNorm = 101.9114, GNorm = 1.6111, lr_0 = 9.9351e-04
Validation prc-auc = 0.024727
Epoch 166
Validation prc-auc = 0.023039
Epoch 167
Validation prc-auc = 0.023443
Epoch 168
Validation prc-auc = 0.027304
Epoch 169
Loss = 2.4598e-01, PNorm = 102.2201, GNorm = 2.5859, lr_0 = 9.9329e-04
Loss = 6.9211e-02, PNorm = 102.2416, GNorm = 1.5864, lr_0 = 9.9327e-04
Validation prc-auc = 0.027041
Epoch 170
Validation prc-auc = 0.025822
Epoch 171
Validation prc-auc = 0.025672
Epoch 172
Validation prc-auc = 0.027317
Epoch 173
Validation prc-auc = 0.026996
Epoch 174
Loss = 1.2056e-01, PNorm = 102.5644, GNorm = 1.9800, lr_0 = 9.9302e-04
Validation prc-auc = 0.027020
Epoch 175
Validation prc-auc = 0.026656
Epoch 176
Validation prc-auc = 0.026695
Epoch 177
Validation prc-auc = 0.025756
Epoch 178
Validation prc-auc = 0.026737
Epoch 179
Loss = 2.3819e-01, PNorm = 102.9814, GNorm = 2.8926, lr_0 = 9.9277e-04
Validation prc-auc = 0.025598
Epoch 180
Validation prc-auc = 0.026350
Epoch 181
Validation prc-auc = 0.031549
Epoch 182
Validation prc-auc = 0.027947
Epoch 183
Loss = 1.7382e-01, PNorm = 103.4335, GNorm = 4.4381, lr_0 = 9.9253e-04
Validation prc-auc = 0.025803
Epoch 184
Validation prc-auc = 0.026142
Epoch 185
Validation prc-auc = 0.025735
Epoch 186
Validation prc-auc = 0.024846
Epoch 187
Validation prc-auc = 0.024133
Epoch 188
Loss = 2.1785e-01, PNorm = 103.8066, GNorm = 1.4393, lr_0 = 9.9228e-04
Loss = 4.2698e-02, PNorm = 103.8310, GNorm = 0.6313, lr_0 = 9.9226e-04
Validation prc-auc = 0.025317
Epoch 189
Validation prc-auc = 0.026354
Epoch 190
Validation prc-auc = 0.027023
Epoch 191
Validation prc-auc = 0.026841
Epoch 192
Validation prc-auc = 0.032845
Epoch 193
Loss = 4.5627e-01, PNorm = 104.1005, GNorm = 8.7395, lr_0 = 9.9204e-04
Validation prc-auc = 0.027562
Epoch 194
Validation prc-auc = 0.023820
Epoch 195
Validation prc-auc = 0.025631
Epoch 196
Validation prc-auc = 0.025175
Epoch 197
Validation prc-auc = 0.023893
Epoch 198
Loss = 3.5162e-01, PNorm = 104.3933, GNorm = 5.0861, lr_0 = 9.9177e-04
Validation prc-auc = 0.026545
Epoch 199
Validation prc-auc = 0.024405
Epoch 200
Validation prc-auc = 0.023256
Epoch 201
Validation prc-auc = 0.020848
Epoch 202
Loss = 3.2165e-01, PNorm = 104.8121, GNorm = 1.7948, lr_0 = 9.9154e-04
Loss = 5.2442e-02, PNorm = 104.8450, GNorm = 0.5680, lr_0 = 9.9153e-04
Validation prc-auc = 0.019972
Epoch 203
Validation prc-auc = 0.020446
Epoch 204
Validation prc-auc = 0.018685
Epoch 205
Validation prc-auc = 0.017626
Epoch 206
Validation prc-auc = 0.019488
Epoch 207
Loss = 2.4835e-01, PNorm = 105.2625, GNorm = 1.8566, lr_0 = 9.9128e-04
Loss = 2.5829e-01, PNorm = 105.2888, GNorm = 4.4631, lr_0 = 9.9126e-04
Validation prc-auc = 0.022798
Epoch 208
Validation prc-auc = 0.027913
Epoch 209
Validation prc-auc = 0.025226
Epoch 210
Validation prc-auc = 0.022549
Epoch 211
Validation prc-auc = 0.023151
Epoch 212
Loss = 4.6913e-01, PNorm = 105.6270, GNorm = 7.6147, lr_0 = 9.9103e-04
Validation prc-auc = 0.023159
Epoch 213
Validation prc-auc = 0.023356
Epoch 214
Validation prc-auc = 0.024468
Epoch 215
Validation prc-auc = 0.025596
Epoch 216
Loss = 1.1938e-01, PNorm = 105.9777, GNorm = 0.1954, lr_0 = 9.9079e-04
Validation prc-auc = 0.025724
Epoch 217
Validation prc-auc = 0.025103
Epoch 218
Validation prc-auc = 0.026262
Epoch 219
Validation prc-auc = 0.027860
Epoch 220
Validation prc-auc = 0.027506
Epoch 221
Loss = 6.1911e-02, PNorm = 106.2283, GNorm = 1.5589, lr_0 = 9.9054e-04
Loss = 3.4939e-01, PNorm = 106.2457, GNorm = 8.5931, lr_0 = 9.9052e-04
Validation prc-auc = 0.027588
Epoch 222
Validation prc-auc = 0.027313
Epoch 223
Validation prc-auc = 0.026254
Epoch 224
Validation prc-auc = 0.029138
Epoch 225
Validation prc-auc = 0.033815
Epoch 226
Loss = 1.4587e-01, PNorm = 106.5144, GNorm = 1.4224, lr_0 = 9.9030e-04
Validation prc-auc = 0.034583
Epoch 227
Validation prc-auc = 0.039704
Epoch 228
Validation prc-auc = 0.035997
Epoch 229
Validation prc-auc = 0.030821
Epoch 230
Validation prc-auc = 0.025897
Epoch 231
Loss = 1.8090e-01, PNorm = 106.8829, GNorm = 2.1763, lr_0 = 9.9003e-04
Validation prc-auc = 0.023329
Epoch 232
Validation prc-auc = 0.020719
Epoch 233
Validation prc-auc = 0.019529
Epoch 234
Validation prc-auc = 0.019906
Epoch 235
Loss = 1.4759e-01, PNorm = 107.2092, GNorm = 1.6593, lr_0 = 9.8980e-04
Loss = 6.0008e-02, PNorm = 107.2352, GNorm = 0.8082, lr_0 = 9.8979e-04
Validation prc-auc = 0.019526
Epoch 236
Validation prc-auc = 0.019181
Epoch 237
Validation prc-auc = 0.019695
Epoch 238
Validation prc-auc = 0.019726
Epoch 239
Validation prc-auc = 0.019076
Epoch 240
Loss = 1.7096e-01, PNorm = 107.5162, GNorm = 0.6079, lr_0 = 9.8954e-04
Loss = 6.5930e-03, PNorm = 107.5298, GNorm = 0.1757, lr_0 = 9.8952e-04
Validation prc-auc = 0.019576
Epoch 241
Validation prc-auc = 0.021824
Epoch 242
Validation prc-auc = 0.021039
Epoch 243
Validation prc-auc = 0.021466
Epoch 244
Validation prc-auc = 0.020709
Epoch 245
Loss = 1.4377e-01, PNorm = 107.7903, GNorm = 1.0941, lr_0 = 9.8930e-04
Validation prc-auc = 0.020590
Epoch 246
Validation prc-auc = 0.020549
Epoch 247
Validation prc-auc = 0.023189
Epoch 248
Validation prc-auc = 0.025528
Epoch 249
Loss = 1.9435e-01, PNorm = 108.0657, GNorm = 8.5282, lr_0 = 9.8905e-04
Validation prc-auc = 0.028262
Epoch 250
Validation prc-auc = 0.024560
Epoch 251
Validation prc-auc = 0.024487
Epoch 252
Validation prc-auc = 0.023835
Epoch 253
Validation prc-auc = 0.025319
Epoch 254
Loss = 1.8048e-01, PNorm = 108.5982, GNorm = 1.8971, lr_0 = 9.8880e-04
Loss = 1.8025e-02, PNorm = 108.6359, GNorm = 0.4590, lr_0 = 9.8879e-04
Validation prc-auc = 0.027362
Epoch 255
Validation prc-auc = 0.026885
Epoch 256
Validation prc-auc = 0.022892
Epoch 257
Validation prc-auc = 0.024292
Epoch 258
Validation prc-auc = 0.027090
Epoch 259
Loss = 1.6469e-01, PNorm = 109.0291, GNorm = 1.9030, lr_0 = 9.8856e-04
Validation prc-auc = 0.026625
Epoch 260
Validation prc-auc = 0.026297
Epoch 261
Validation prc-auc = 0.026061
Epoch 262
Validation prc-auc = 0.025645
Epoch 263
Validation prc-auc = 0.025244
Epoch 264
Loss = 3.1114e-01, PNorm = 109.3495, GNorm = 3.4746, lr_0 = 9.8830e-04
Validation prc-auc = 0.027063
Epoch 265
Validation prc-auc = 0.026262
Epoch 266
Validation prc-auc = 0.025832
Epoch 267
Validation prc-auc = 0.027920
Epoch 268
Loss = 9.8802e-02, PNorm = 109.5741, GNorm = 1.6251, lr_0 = 9.8807e-04
Loss = 4.5557e-02, PNorm = 109.5901, GNorm = 0.5761, lr_0 = 9.8805e-04
Validation prc-auc = 0.029674
Epoch 269
Validation prc-auc = 0.031928
Epoch 270
Validation prc-auc = 0.023300
Epoch 271
Validation prc-auc = 0.021378
Epoch 272
Validation prc-auc = 0.020753
Epoch 273
Loss = 3.2825e-01, PNorm = 109.8321, GNorm = 2.3363, lr_0 = 9.8781e-04
Loss = 4.2455e-02, PNorm = 109.8504, GNorm = 0.7219, lr_0 = 9.8779e-04
Validation prc-auc = 0.022089
Epoch 274
Validation prc-auc = 0.024035
Epoch 275
Validation prc-auc = 0.025292
Epoch 276
Validation prc-auc = 0.025720
Epoch 277
Validation prc-auc = 0.026473
Epoch 278
Loss = 1.0034e-01, PNorm = 110.0986, GNorm = 0.5483, lr_0 = 9.8756e-04
Validation prc-auc = 0.027484
Epoch 279
Validation prc-auc = 0.027621
Epoch 280
Validation prc-auc = 0.028872
Epoch 281
Validation prc-auc = 0.030734
Epoch 282
Validation prc-auc = 0.030198
Epoch 283
Loss = 7.1909e-02, PNorm = 110.3816, GNorm = 1.0187, lr_0 = 9.8730e-04
Validation prc-auc = 0.030357
Epoch 284
Validation prc-auc = 0.028217
Epoch 285
Validation prc-auc = 0.026725
Epoch 286
Validation prc-auc = 0.027392
Epoch 287
Loss = 4.1861e-02, PNorm = 110.6189, GNorm = 0.7785, lr_0 = 9.8707e-04
Loss = 5.3578e-03, PNorm = 110.6342, GNorm = 0.1845, lr_0 = 9.8705e-04
Validation prc-auc = 0.027205
Epoch 288
Validation prc-auc = 0.027782
Epoch 289
Validation prc-auc = 0.027422
Epoch 290
Validation prc-auc = 0.026997
Epoch 291
Validation prc-auc = 0.026073
Epoch 292
Loss = 1.9168e-01, PNorm = 110.7891, GNorm = 1.2772, lr_0 = 9.8683e-04
Validation prc-auc = 0.025338
Epoch 293
Validation prc-auc = 0.026578
Epoch 294
Validation prc-auc = 0.027169
Epoch 295
Validation prc-auc = 0.027940
Epoch 296
Validation prc-auc = 0.028532
Epoch 297
Loss = 9.2377e-02, PNorm = 110.9219, GNorm = 1.9421, lr_0 = 9.8656e-04
Validation prc-auc = 0.029638
Epoch 298
Validation prc-auc = 0.029369
Epoch 299
Validation prc-auc = 0.028045
Epoch 300
Validation prc-auc = 0.026668
Epoch 301
Loss = 9.5770e-02, PNorm = 111.0369, GNorm = 0.3932, lr_0 = 9.8634e-04
Loss = 1.3957e-03, PNorm = 111.0443, GNorm = 0.0474, lr_0 = 9.8632e-04
Validation prc-auc = 0.026619
Epoch 302
Validation prc-auc = 0.027993
Epoch 303
Validation prc-auc = 0.028939
Epoch 304
Validation prc-auc = 0.029133
Epoch 305
Validation prc-auc = 0.029085
Epoch 306
Loss = 1.4495e-02, PNorm = 111.1413, GNorm = 0.1144, lr_0 = 9.8607e-04
Loss = 1.9910e-03, PNorm = 111.1477, GNorm = 0.0573, lr_0 = 9.8606e-04
Validation prc-auc = 0.028985
Epoch 307
Validation prc-auc = 0.030090
Epoch 308
Validation prc-auc = 0.030322
Epoch 309
Validation prc-auc = 0.031153
Epoch 310
Validation prc-auc = 0.033017
Epoch 311
Loss = 2.5611e-02, PNorm = 111.2126, GNorm = 0.9421, lr_0 = 9.8583e-04
Validation prc-auc = 0.032284
Epoch 312
Validation prc-auc = 0.030216
Epoch 313
Validation prc-auc = 0.029617
Epoch 314
Validation prc-auc = 0.029542
Epoch 315
Validation prc-auc = 0.028387
Epoch 316
Loss = 1.9604e-02, PNorm = 111.3226, GNorm = 0.5432, lr_0 = 9.8557e-04
Validation prc-auc = 0.028339
Epoch 317
Validation prc-auc = 0.029915
Epoch 318
Validation prc-auc = 0.029729
Epoch 319
Validation prc-auc = 0.029103
Epoch 320
Loss = 4.9096e-02, PNorm = 111.4259, GNorm = 1.6039, lr_0 = 9.8534e-04
Loss = 9.4144e-02, PNorm = 111.4376, GNorm = 4.6403, lr_0 = 9.8532e-04
Validation prc-auc = 0.027324
Epoch 321
Validation prc-auc = 0.025496
Epoch 322
Validation prc-auc = 0.024897
Epoch 323
Validation prc-auc = 0.025382
Epoch 324
Validation prc-auc = 0.022551
Epoch 325
Loss = 3.9808e-02, PNorm = 111.6668, GNorm = 0.6000, lr_0 = 9.8509e-04
Validation prc-auc = 0.020397
Epoch 326
Validation prc-auc = 0.021450
Epoch 327
Validation prc-auc = 0.020277
Epoch 328
Validation prc-auc = 0.021587
Epoch 329
Validation prc-auc = 0.021620
Epoch 330
Loss = 8.3046e-02, PNorm = 112.0927, GNorm = 0.5029, lr_0 = 9.8483e-04
Validation prc-auc = 0.021990
Epoch 331
Validation prc-auc = 0.022446
Epoch 332
Validation prc-auc = 0.022719
Epoch 333
Validation prc-auc = 0.022822
Epoch 334
Loss = 6.2947e-02, PNorm = 112.3941, GNorm = 1.8786, lr_0 = 9.8461e-04
Loss = 3.3798e-02, PNorm = 112.4176, GNorm = 0.8956, lr_0 = 9.8459e-04
Validation prc-auc = 0.025512
Epoch 335
Validation prc-auc = 0.026115
Epoch 336
Validation prc-auc = 0.023891
Epoch 337
Validation prc-auc = 0.021324
Epoch 338
Validation prc-auc = 0.020083
Epoch 339
Loss = 1.1199e-01, PNorm = 112.7957, GNorm = 2.6938, lr_0 = 9.8434e-04
Loss = 3.3070e-02, PNorm = 112.8230, GNorm = 1.3083, lr_0 = 9.8433e-04
Validation prc-auc = 0.019514
Epoch 340
Validation prc-auc = 0.019249
Epoch 341
Validation prc-auc = 0.019487
Epoch 342
Validation prc-auc = 0.020274
Epoch 343
Validation prc-auc = 0.020920
Epoch 344
Loss = 6.6735e-02, PNorm = 113.1370, GNorm = 1.8880, lr_0 = 9.8410e-04
Validation prc-auc = 0.021534
Epoch 345
Validation prc-auc = 0.021734
Epoch 346
Validation prc-auc = 0.022740
Epoch 347
Validation prc-auc = 0.022574
Epoch 348
Validation prc-auc = 0.022034
Epoch 349
Loss = 4.2569e-02, PNorm = 113.3907, GNorm = 1.8520, lr_0 = 9.8384e-04
Validation prc-auc = 0.021673
Epoch 350
Validation prc-auc = 0.021129
Epoch 351
Validation prc-auc = 0.021248
Epoch 352
Validation prc-auc = 0.021941
Epoch 353
Loss = 1.7955e-02, PNorm = 113.5558, GNorm = 1.2474, lr_0 = 9.8361e-04
Loss = 3.6338e-01, PNorm = 113.5656, GNorm = 4.6644, lr_0 = 9.8359e-04
Validation prc-auc = 0.022299
Epoch 354
Validation prc-auc = 0.023534
Epoch 355
Validation prc-auc = 0.024350
Epoch 356
Validation prc-auc = 0.025570
Epoch 357
Validation prc-auc = 0.025942
Epoch 358
Loss = 2.0500e-02, PNorm = 113.7495, GNorm = 0.3337, lr_0 = 9.8335e-04
Validation prc-auc = 0.025927
Epoch 359
Validation prc-auc = 0.026444
Epoch 360
Validation prc-auc = 0.026543
Epoch 361
Validation prc-auc = 0.025570
Epoch 362
Validation prc-auc = 0.024158
Epoch 363
Loss = 8.2359e-02, PNorm = 113.9104, GNorm = 0.6634, lr_0 = 9.8311e-04
Validation prc-auc = 0.023245
Epoch 364
Validation prc-auc = 0.022593
Epoch 365
Validation prc-auc = 0.022745
Epoch 366
Validation prc-auc = 0.023604
Epoch 367
Loss = 6.9307e-02, PNorm = 114.0235, GNorm = 0.8277, lr_0 = 9.8288e-04
Loss = 1.0935e-02, PNorm = 114.0308, GNorm = 0.2863, lr_0 = 9.8286e-04
Validation prc-auc = 0.024673
Epoch 368
Validation prc-auc = 0.025396
Epoch 369
Validation prc-auc = 0.025764
Epoch 370
Validation prc-auc = 0.026166
Epoch 371
Validation prc-auc = 0.028465
Epoch 372
Loss = 2.8053e-02, PNorm = 114.1351, GNorm = 1.5044, lr_0 = 9.8262e-04
Loss = 7.3118e-04, PNorm = 114.1428, GNorm = 0.0253, lr_0 = 9.8260e-04
Validation prc-auc = 0.028622
Epoch 373
Validation prc-auc = 0.027546
Epoch 374
Validation prc-auc = 0.026637
Epoch 375
Validation prc-auc = 0.026129
Epoch 376
Validation prc-auc = 0.024354
Epoch 377
Loss = 4.9848e-01, PNorm = 114.3155, GNorm = 9.3570, lr_0 = 9.8237e-04
Validation prc-auc = 0.024172
Epoch 378
Validation prc-auc = 0.024479
Epoch 379
Validation prc-auc = 0.023625
Epoch 380
Validation prc-auc = 0.024411
Epoch 381
Validation prc-auc = 0.024080
Epoch 382
Loss = 5.5150e-02, PNorm = 114.8142, GNorm = 0.5895, lr_0 = 9.8211e-04
Validation prc-auc = 0.022650
Epoch 383
Validation prc-auc = 0.020968
Epoch 384
Validation prc-auc = 0.020106
Epoch 385
Validation prc-auc = 0.021656
Epoch 386
Loss = 1.3380e-01, PNorm = 115.1231, GNorm = 3.0150, lr_0 = 9.8189e-04
Loss = 4.2443e-03, PNorm = 115.1427, GNorm = 0.1905, lr_0 = 9.8187e-04
Validation prc-auc = 0.021964
Epoch 387
Validation prc-auc = 0.021753
Epoch 388
Validation prc-auc = 0.020780
Epoch 389
Validation prc-auc = 0.019707
Epoch 390
Validation prc-auc = 0.019840
Epoch 391
Loss = 1.5051e-01, PNorm = 115.3981, GNorm = 0.4560, lr_0 = 9.8163e-04
Validation prc-auc = 0.020400
Epoch 392
Validation prc-auc = 0.020750
Epoch 393
Validation prc-auc = 0.020704
Epoch 394
Validation prc-auc = 0.020823
Epoch 395
Validation prc-auc = 0.020800
Epoch 396
Loss = 7.0990e-02, PNorm = 115.6758, GNorm = 0.5656, lr_0 = 9.8138e-04
Validation prc-auc = 0.020878
Epoch 397
Validation prc-auc = 0.021528
Epoch 398
Validation prc-auc = 0.021779
Epoch 399
Validation prc-auc = 0.021957
Epoch 400
Loss = 9.7251e-02, PNorm = 115.8731, GNorm = 0.1833, lr_0 = 9.8116e-04
Loss = 2.0607e-02, PNorm = 115.8840, GNorm = 0.5955, lr_0 = 9.8114e-04
Validation prc-auc = 0.022334
Epoch 401
Validation prc-auc = 0.022131
Epoch 402
Validation prc-auc = 0.021965
Epoch 403
Validation prc-auc = 0.022067
Epoch 404
Validation prc-auc = 0.022582
Epoch 405
Loss = 1.2611e-01, PNorm = 116.0198, GNorm = 1.1949, lr_0 = 9.8089e-04
Loss = 1.3490e-03, PNorm = 116.0316, GNorm = 0.0410, lr_0 = 9.8088e-04
Validation prc-auc = 0.023672
Epoch 406
Validation prc-auc = 0.023924
Epoch 407
Validation prc-auc = 0.023525
Epoch 408
Validation prc-auc = 0.021419
Epoch 409
Validation prc-auc = 0.020068
Epoch 410
Loss = 2.8780e-02, PNorm = 116.1776, GNorm = 0.5813, lr_0 = 9.8065e-04
Validation prc-auc = 0.018952
Epoch 411
Validation prc-auc = 0.021023
Epoch 412
Validation prc-auc = 0.023866
Epoch 413
Validation prc-auc = 0.024424
Epoch 414
Validation prc-auc = 0.024022
Epoch 415
Loss = 2.6326e-02, PNorm = 116.3776, GNorm = 0.6570, lr_0 = 9.8039e-04
Validation prc-auc = 0.023536
Epoch 416
Validation prc-auc = 0.023917
Epoch 417
Validation prc-auc = 0.024785
Epoch 418
Validation prc-auc = 0.025098
Epoch 419
Loss = 1.1127e-02, PNorm = 116.5536, GNorm = 0.3391, lr_0 = 9.8016e-04
Loss = 7.2385e-03, PNorm = 116.5666, GNorm = 0.4541, lr_0 = 9.8015e-04
Validation prc-auc = 0.025265
Epoch 420
Validation prc-auc = 0.025017
Epoch 421
Validation prc-auc = 0.024653
Epoch 422
Validation prc-auc = 0.023360
Epoch 423
Validation prc-auc = 0.022552
Epoch 424
Loss = 3.2713e-02, PNorm = 116.7622, GNorm = 0.8585, lr_0 = 9.7990e-04
Validation prc-auc = 0.021894
Epoch 425
Validation prc-auc = 0.021294
Epoch 426
Validation prc-auc = 0.021127
Epoch 427
Validation prc-auc = 0.021577
Epoch 428
Validation prc-auc = 0.021968
Epoch 429
Loss = 7.1082e-03, PNorm = 116.9810, GNorm = 0.1320, lr_0 = 9.7966e-04
Validation prc-auc = 0.022337
Epoch 430
Validation prc-auc = 0.022465
Epoch 431
Validation prc-auc = 0.022656
Epoch 432
Validation prc-auc = 0.022590
Epoch 433
Loss = 1.5361e-01, PNorm = 117.1164, GNorm = 10.5322, lr_0 = 9.7942e-04
Validation prc-auc = 0.023434
Epoch 434
Validation prc-auc = 0.023415
Epoch 435
Validation prc-auc = 0.023494
Epoch 436
Validation prc-auc = 0.024505
Epoch 437
Validation prc-auc = 0.023462
Epoch 438
Loss = 4.0433e-02, PNorm = 117.3631, GNorm = 0.5055, lr_0 = 9.7917e-04
Loss = 2.6850e-03, PNorm = 117.3857, GNorm = 0.1039, lr_0 = 9.7916e-04
Validation prc-auc = 0.024931
Epoch 439
Validation prc-auc = 0.025107
Epoch 440
Validation prc-auc = 0.024853
Epoch 441
Validation prc-auc = 0.024998
Epoch 442
Validation prc-auc = 0.025264
Epoch 443
Loss = 3.9577e-02, PNorm = 117.6881, GNorm = 1.0565, lr_0 = 9.7893e-04
Validation prc-auc = 0.024747
Epoch 444
Validation prc-auc = 0.023682
Epoch 445
Validation prc-auc = 0.022769
Epoch 446
Validation prc-auc = 0.022013
Epoch 447
Validation prc-auc = 0.022134
Epoch 448
Loss = 4.2633e-02, PNorm = 117.9099, GNorm = 1.5327, lr_0 = 9.7867e-04
Validation prc-auc = 0.022973
Epoch 449
Validation prc-auc = 0.023730
Epoch 450
Validation prc-auc = 0.025227
Epoch 451
Validation prc-auc = 0.026369
Epoch 452
Loss = 3.9319e-02, PNorm = 118.0296, GNorm = 2.6203, lr_0 = 9.7845e-04
Loss = 7.4737e-02, PNorm = 118.0389, GNorm = 4.9010, lr_0 = 9.7843e-04
Validation prc-auc = 0.027590
Epoch 453
Validation prc-auc = 0.027478
Epoch 454
Validation prc-auc = 0.026759
Epoch 455
Validation prc-auc = 0.027077
Epoch 456
Validation prc-auc = 0.027340
Epoch 457
Loss = 4.2224e-02, PNorm = 118.2912, GNorm = 0.9543, lr_0 = 9.7819e-04
Loss = 1.4098e-03, PNorm = 118.3163, GNorm = 0.0825, lr_0 = 9.7817e-04
Validation prc-auc = 0.026946
Epoch 458
Validation prc-auc = 0.027095
Epoch 459
Validation prc-auc = 0.027543
Epoch 460
Validation prc-auc = 0.026728
Epoch 461
Validation prc-auc = 0.025867
Epoch 462
Loss = 9.9765e-02, PNorm = 118.6074, GNorm = 0.7896, lr_0 = 9.7794e-04
Validation prc-auc = 0.025544
Epoch 463
Validation prc-auc = 0.027649
Epoch 464
Validation prc-auc = 0.028624
Epoch 465
Validation prc-auc = 0.029405
Epoch 466
Loss = 1.5541e-01, PNorm = 118.8796, GNorm = 9.5688, lr_0 = 9.7770e-04
Validation prc-auc = 0.028570
Epoch 467
Validation prc-auc = 0.026443
Epoch 468
Validation prc-auc = 0.026621
Epoch 469
Validation prc-auc = 0.024919
Epoch 470
Validation prc-auc = 0.023390
Epoch 471
Loss = 3.5507e-02, PNorm = 119.2226, GNorm = 0.8723, lr_0 = 9.7746e-04
Loss = 8.7049e-02, PNorm = 119.2471, GNorm = 3.0235, lr_0 = 9.7744e-04
Validation prc-auc = 0.021831
Epoch 472
Validation prc-auc = 0.021583
Epoch 473
Validation prc-auc = 0.022083
Epoch 474
Validation prc-auc = 0.022302
Epoch 475
Validation prc-auc = 0.023052
Epoch 476
Loss = 7.1466e-02, PNorm = 119.4998, GNorm = 1.5620, lr_0 = 9.7721e-04
Validation prc-auc = 0.022693
Epoch 477
Validation prc-auc = 0.022485
Epoch 478
Validation prc-auc = 0.022662
Epoch 479
Validation prc-auc = 0.023375
Epoch 480
Validation prc-auc = 0.023759
Epoch 481
Loss = 6.8871e-03, PNorm = 119.6652, GNorm = 0.1574, lr_0 = 9.7695e-04
Validation prc-auc = 0.023916
Epoch 482
Validation prc-auc = 0.023769
Epoch 483
Validation prc-auc = 0.023840
Epoch 484
Validation prc-auc = 0.023937
Epoch 485
Loss = 5.6030e-03, PNorm = 119.7627, GNorm = 0.8646, lr_0 = 9.7673e-04
Loss = 4.1638e-03, PNorm = 119.7705, GNorm = 0.1274, lr_0 = 9.7671e-04
Validation prc-auc = 0.024477
Epoch 486
Validation prc-auc = 0.024555
Epoch 487
Validation prc-auc = 0.024300
Epoch 488
Validation prc-auc = 0.024022
Epoch 489
Validation prc-auc = 0.023909
Epoch 490
Loss = 1.5916e-02, PNorm = 119.8679, GNorm = 0.0354, lr_0 = 9.7647e-04
Loss = 3.2199e-03, PNorm = 119.8743, GNorm = 0.1422, lr_0 = 9.7645e-04
Validation prc-auc = 0.023678
Epoch 491
Validation prc-auc = 0.023621
Epoch 492
Validation prc-auc = 0.023611
Epoch 493
Validation prc-auc = 0.023620
Epoch 494
Validation prc-auc = 0.024781
Epoch 495
Loss = 5.7281e-04, PNorm = 119.9484, GNorm = 0.0132, lr_0 = 9.7623e-04
Validation prc-auc = 0.025342
Epoch 496
Validation prc-auc = 0.025515
Epoch 497
Validation prc-auc = 0.025756
Epoch 498
Validation prc-auc = 0.028005
Epoch 499
Loss = 5.4774e-02, PNorm = 120.0269, GNorm = 0.0426, lr_0 = 9.7599e-04
Validation prc-auc = 0.027355
Epoch 500
Validation prc-auc = 0.026976
Epoch 501
Validation prc-auc = 0.024529
Epoch 502
Validation prc-auc = 0.022782
Epoch 503
Validation prc-auc = 0.022102
Epoch 504
Loss = 1.8070e-02, PNorm = 120.1292, GNorm = 0.2521, lr_0 = 9.7574e-04
Loss = 3.3272e-03, PNorm = 120.1350, GNorm = 0.0918, lr_0 = 9.7573e-04
Validation prc-auc = 0.022129
Epoch 505
Validation prc-auc = 0.022565
Epoch 506
Validation prc-auc = 0.022901
Epoch 507
Validation prc-auc = 0.023593
Epoch 508
Validation prc-auc = 0.023982
Epoch 509
Loss = 1.5565e-01, PNorm = 120.2080, GNorm = 1.6821, lr_0 = 9.7550e-04
Validation prc-auc = 0.024499
Epoch 510
Validation prc-auc = 0.023864
Epoch 511
Validation prc-auc = 0.023494
Epoch 512
Validation prc-auc = 0.023237
Epoch 513
Validation prc-auc = 0.023387
Epoch 514
Loss = 5.2947e-02, PNorm = 120.2844, GNorm = 1.1041, lr_0 = 9.7524e-04
Validation prc-auc = 0.023361
Epoch 515
Validation prc-auc = 0.023490
Epoch 516
Validation prc-auc = 0.023254
Epoch 517
Validation prc-auc = 0.023251
Epoch 518
Loss = 9.0917e-02, PNorm = 120.3560, GNorm = 1.2891, lr_0 = 9.7502e-04
Loss = 9.9048e-05, PNorm = 120.3609, GNorm = 0.0073, lr_0 = 9.7500e-04
Validation prc-auc = 0.023409
Epoch 519
Validation prc-auc = 0.024249
Epoch 520
Validation prc-auc = 0.024863
Epoch 521
Validation prc-auc = 0.025847
Epoch 522
Validation prc-auc = 0.025836
Epoch 523
Loss = 9.3306e-03, PNorm = 120.4372, GNorm = 0.7151, lr_0 = 9.7476e-04
Loss = 7.0487e-04, PNorm = 120.4427, GNorm = 0.0265, lr_0 = 9.7474e-04
Validation prc-auc = 0.025031
Epoch 524
Validation prc-auc = 0.024322
Epoch 525
Validation prc-auc = 0.024072
Epoch 526
Validation prc-auc = 0.024460
Epoch 527
Validation prc-auc = 0.025535
Epoch 528
Loss = 4.1233e-03, PNorm = 120.5015, GNorm = 0.1104, lr_0 = 9.7452e-04
Validation prc-auc = 0.025517
Epoch 529
Validation prc-auc = 0.025583
Epoch 530
Validation prc-auc = 0.025017
Epoch 531
Validation prc-auc = 0.024006
Epoch 532
Validation prc-auc = 0.024061
Epoch 533
Loss = 5.7733e-02, PNorm = 120.6103, GNorm = 1.6817, lr_0 = 9.7426e-04
Validation prc-auc = 0.025393
Epoch 534
Validation prc-auc = 0.025795
Epoch 535
Validation prc-auc = 0.025618
Epoch 536
Validation prc-auc = 0.025842
Epoch 537
Loss = 1.3481e-01, PNorm = 120.7236, GNorm = 1.5378, lr_0 = 9.7403e-04
Loss = 1.9318e-02, PNorm = 120.7376, GNorm = 0.3628, lr_0 = 9.7401e-04
Validation prc-auc = 0.026761
Epoch 538
Validation prc-auc = 0.027556
Epoch 539
Validation prc-auc = 0.027948
Epoch 540
Validation prc-auc = 0.027626
Epoch 541
Validation prc-auc = 0.026351
Epoch 542
Loss = 5.8708e-02, PNorm = 120.9099, GNorm = 0.3314, lr_0 = 9.7379e-04
Validation prc-auc = 0.025216
Epoch 543
Validation prc-auc = 0.024022
Epoch 544
Validation prc-auc = 0.022900
Epoch 545
Validation prc-auc = 0.021990
Epoch 546
Validation prc-auc = 0.021657
Epoch 547
Loss = 3.9594e-02, PNorm = 121.1011, GNorm = 0.8745, lr_0 = 9.7353e-04
Validation prc-auc = 0.023120
Epoch 548
Validation prc-auc = 0.023851
Epoch 549
Validation prc-auc = 0.022889
Epoch 550
Validation prc-auc = 0.024157
Epoch 551
Loss = 1.8502e-01, PNorm = 121.3776, GNorm = 2.0100, lr_0 = 9.7331e-04
Loss = 5.1171e-02, PNorm = 121.4134, GNorm = 3.7600, lr_0 = 9.7329e-04
Validation prc-auc = 0.024585
Epoch 552
Validation prc-auc = 0.025261
Epoch 553
Validation prc-auc = 0.026763
Epoch 554
Validation prc-auc = 0.025327
Epoch 555
Validation prc-auc = 0.025792
Epoch 556
Loss = 9.6583e-02, PNorm = 121.9008, GNorm = 1.5297, lr_0 = 9.7305e-04
Loss = 1.9907e-02, PNorm = 121.9305, GNorm = 0.3107, lr_0 = 9.7303e-04
Validation prc-auc = 0.026735
Epoch 557
Validation prc-auc = 0.027873
Epoch 558
Validation prc-auc = 0.029531
Epoch 559
Validation prc-auc = 0.030334
Epoch 560
Validation prc-auc = 0.029577
Epoch 561
Loss = 2.2397e-01, PNorm = 122.2172, GNorm = 2.3017, lr_0 = 9.7281e-04
Validation prc-auc = 0.031134
Epoch 562
Validation prc-auc = 0.029903
Epoch 563
Validation prc-auc = 0.030966
Epoch 564
Validation prc-auc = 0.031067
Epoch 565
Validation prc-auc = 0.029051
Epoch 566
Loss = 4.2487e-02, PNorm = 122.3959, GNorm = 0.6304, lr_0 = 9.7255e-04
Validation prc-auc = 0.027148
Epoch 567
Validation prc-auc = 0.026198
Epoch 568
Validation prc-auc = 0.025790
Epoch 569
Validation prc-auc = 0.025300
Epoch 570
Loss = 1.4077e-01, PNorm = 122.5211, GNorm = 1.7448, lr_0 = 9.7232e-04
Loss = 8.5377e-03, PNorm = 122.5325, GNorm = 0.3344, lr_0 = 9.7231e-04
Validation prc-auc = 0.022897
Epoch 571
Validation prc-auc = 0.022948
Epoch 572
Validation prc-auc = 0.022918
Epoch 573
Validation prc-auc = 0.023194
Epoch 574
Validation prc-auc = 0.024141
Epoch 575
Loss = 3.2944e-02, PNorm = 122.6903, GNorm = 1.5589, lr_0 = 9.7208e-04
Validation prc-auc = 0.026699
Epoch 576
Validation prc-auc = 0.027883
Epoch 577
Validation prc-auc = 0.030057
Epoch 578
Validation prc-auc = 0.029526
Epoch 579
Validation prc-auc = 0.029635
Epoch 580
Loss = 5.3510e-02, PNorm = 122.8387, GNorm = 1.4504, lr_0 = 9.7182e-04
Validation prc-auc = 0.030135
Epoch 581
Validation prc-auc = 0.030509
Epoch 582
Validation prc-auc = 0.030799
Epoch 583
Validation prc-auc = 0.031633
Epoch 584
Loss = 9.1522e-03, PNorm = 122.9339, GNorm = 0.6007, lr_0 = 9.7160e-04
Loss = 4.2989e-03, PNorm = 122.9403, GNorm = 0.1101, lr_0 = 9.7158e-04
Validation prc-auc = 0.032943
Epoch 585
Validation prc-auc = 0.033232
Epoch 586
Validation prc-auc = 0.032741
Epoch 587
Validation prc-auc = 0.031652
Epoch 588
Validation prc-auc = 0.030376
Epoch 589
Loss = 3.0670e-02, PNorm = 123.0468, GNorm = 0.1034, lr_0 = 9.7134e-04
Loss = 1.1536e-04, PNorm = 123.0540, GNorm = 0.0046, lr_0 = 9.7132e-04
Validation prc-auc = 0.029790
Epoch 590
Validation prc-auc = 0.028902
Epoch 591
Validation prc-auc = 0.027893
Epoch 592
Validation prc-auc = 0.027724
Epoch 593
Validation prc-auc = 0.027482
Epoch 594
Loss = 3.7062e-03, PNorm = 123.1467, GNorm = 0.1101, lr_0 = 9.7110e-04
Validation prc-auc = 0.027146
Epoch 595
Validation prc-auc = 0.027787
Epoch 596
Validation prc-auc = 0.029228
Epoch 597
Validation prc-auc = 0.035022
Epoch 598
Validation prc-auc = 0.037718
Epoch 599
Loss = 9.5401e-03, PNorm = 123.3051, GNorm = 0.1506, lr_0 = 9.7084e-04
Validation prc-auc = 0.036671
Epoch 600
Validation prc-auc = 0.037301
Epoch 601
Validation prc-auc = 0.037459
Epoch 602
Validation prc-auc = 0.036764
Epoch 603
Loss = 1.6778e-01, PNorm = 123.4428, GNorm = 1.9790, lr_0 = 9.7062e-04
Loss = 1.0177e-02, PNorm = 123.4500, GNorm = 0.3772, lr_0 = 9.7060e-04
Validation prc-auc = 0.036836
Epoch 604
Validation prc-auc = 0.037834
Epoch 605
Validation prc-auc = 0.035690
Epoch 606
Validation prc-auc = 0.035110
Epoch 607
Validation prc-auc = 0.032526
Epoch 608
Loss = 3.0805e-02, PNorm = 123.5452, GNorm = 0.9219, lr_0 = 9.7036e-04
Validation prc-auc = 0.028177
Epoch 609
Validation prc-auc = 0.025920
Epoch 610
Validation prc-auc = 0.025140
Epoch 611
Validation prc-auc = 0.025327
Epoch 612
Validation prc-auc = 0.025014
Epoch 613
Loss = 2.7346e-02, PNorm = 123.6954, GNorm = 0.3959, lr_0 = 9.7012e-04
Validation prc-auc = 0.025138
Epoch 614
Validation prc-auc = 0.026238
Epoch 615
Validation prc-auc = 0.026795
Epoch 616
Validation prc-auc = 0.027196
Epoch 617
Loss = 6.4618e-02, PNorm = 123.8378, GNorm = 1.4567, lr_0 = 9.6990e-04
Loss = 3.0609e-03, PNorm = 123.8442, GNorm = 0.1138, lr_0 = 9.6988e-04
Validation prc-auc = 0.028279
Epoch 618
Validation prc-auc = 0.029046
Epoch 619
Validation prc-auc = 0.027939
Epoch 620
Validation prc-auc = 0.028673
Epoch 621
Validation prc-auc = 0.031010
Epoch 622
Loss = 2.0769e-02, PNorm = 123.9352, GNorm = 0.1640, lr_0 = 9.6964e-04
Loss = 1.8942e-02, PNorm = 123.9445, GNorm = 0.5188, lr_0 = 9.6962e-04
Validation prc-auc = 0.029291
Epoch 623
Validation prc-auc = 0.029804
Epoch 624
Validation prc-auc = 0.028740
Epoch 625
Validation prc-auc = 0.029965
Epoch 626
Validation prc-auc = 0.031715
Epoch 627
Loss = 7.8049e-02, PNorm = 124.0552, GNorm = 0.4657, lr_0 = 9.6940e-04
Validation prc-auc = 0.031773
Epoch 628
Validation prc-auc = 0.031317
Epoch 629
Validation prc-auc = 0.030409
Epoch 630
Validation prc-auc = 0.030485
Epoch 631
Validation prc-auc = 0.030968
Epoch 632
Loss = 1.3223e-02, PNorm = 124.2453, GNorm = 0.2386, lr_0 = 9.6914e-04
Validation prc-auc = 0.030662
Epoch 633
Validation prc-auc = 0.033118
Epoch 634
Validation prc-auc = 0.033076
Epoch 635
Validation prc-auc = 0.033743
Epoch 636
Loss = 1.2588e-02, PNorm = 124.3665, GNorm = 0.1937, lr_0 = 9.6892e-04
Loss = 1.4283e-02, PNorm = 124.3775, GNorm = 0.7646, lr_0 = 9.6890e-04
Validation prc-auc = 0.033089
Epoch 637
Validation prc-auc = 0.032054
Epoch 638
Validation prc-auc = 0.030205
Epoch 639
Validation prc-auc = 0.029725
Epoch 640
Validation prc-auc = 0.029035
Epoch 641
Loss = 4.5271e-03, PNorm = 124.4865, GNorm = 0.1246, lr_0 = 9.6866e-04
Validation prc-auc = 0.029221
Epoch 642
Validation prc-auc = 0.028973
Epoch 643
Validation prc-auc = 0.031042
Epoch 644
Validation prc-auc = 0.033929
Epoch 645
Validation prc-auc = 0.034491
Epoch 646
Loss = 2.4114e-03, PNorm = 124.5774, GNorm = 0.0788, lr_0 = 9.6842e-04
Validation prc-auc = 0.033239
Epoch 647
Validation prc-auc = 0.030537
Epoch 648
Validation prc-auc = 0.029653
Epoch 649
Validation prc-auc = 0.029330
Epoch 650
Loss = 7.7865e-02, PNorm = 124.6654, GNorm = 2.4277, lr_0 = 9.6820e-04
Loss = 1.6997e-04, PNorm = 124.6731, GNorm = 0.0073, lr_0 = 9.6818e-04
Validation prc-auc = 0.028739
Epoch 651
Validation prc-auc = 0.028859
Epoch 652
Validation prc-auc = 0.028844
Epoch 653
Validation prc-auc = 0.028568
Epoch 654
Validation prc-auc = 0.028536
Epoch 655
Loss = 5.9632e-03, PNorm = 124.7734, GNorm = 0.5168, lr_0 = 9.6794e-04
Loss = 5.9871e-03, PNorm = 124.7788, GNorm = 0.1365, lr_0 = 9.6792e-04
Validation prc-auc = 0.028967
Epoch 656
Validation prc-auc = 0.029827
Epoch 657
Validation prc-auc = 0.030391
Epoch 658
Validation prc-auc = 0.029012
Epoch 659
Validation prc-auc = 0.028386
Epoch 660
Loss = 6.0336e-02, PNorm = 124.8362, GNorm = 2.1484, lr_0 = 9.6770e-04
Validation prc-auc = 0.028161
Epoch 661
Validation prc-auc = 0.027492
Epoch 662
Validation prc-auc = 0.026696
Epoch 663
Validation prc-auc = 0.027426
Epoch 664
Validation prc-auc = 0.029163
Epoch 665
Loss = 3.8698e-02, PNorm = 124.9329, GNorm = 1.0595, lr_0 = 9.6744e-04
Validation prc-auc = 0.031141
Epoch 666
Validation prc-auc = 0.031304
Epoch 667
Validation prc-auc = 0.029256
Epoch 668
Validation prc-auc = 0.028057
Epoch 669
Loss = 3.1506e-02, PNorm = 125.1099, GNorm = 0.0885, lr_0 = 9.6722e-04
Loss = 2.9244e-05, PNorm = 125.1272, GNorm = 0.0019, lr_0 = 9.6720e-04
Validation prc-auc = 0.026394
Epoch 670
Validation prc-auc = 0.027216
Epoch 671
Validation prc-auc = 0.028267
Epoch 672
Validation prc-auc = 0.027866
Epoch 673
Validation prc-auc = 0.027401
Epoch 674
Loss = 1.1702e-02, PNorm = 125.3204, GNorm = 0.1108, lr_0 = 9.6696e-04
Validation prc-auc = 0.026953
Epoch 675
Validation prc-auc = 0.026670
Epoch 676
Validation prc-auc = 0.026714
Epoch 677
Validation prc-auc = 0.027023
Epoch 678
Validation prc-auc = 0.027689
Epoch 679
Loss = 1.0417e-02, PNorm = 125.4497, GNorm = 0.2466, lr_0 = 9.6672e-04
Validation prc-auc = 0.027403
Epoch 680
Validation prc-auc = 0.026492
Epoch 681
Validation prc-auc = 0.025912
Epoch 682
Validation prc-auc = 0.025148
Epoch 683
Loss = 1.2770e-02, PNorm = 125.5674, GNorm = 0.5702, lr_0 = 9.6648e-04
Validation prc-auc = 0.024408
Epoch 684
Validation prc-auc = 0.023879
Epoch 685
Validation prc-auc = 0.023560
Epoch 686
Validation prc-auc = 0.023435
Epoch 687
Validation prc-auc = 0.023627
Epoch 688
Loss = 4.8124e-03, PNorm = 125.6438, GNorm = 0.0079, lr_0 = 9.6624e-04
Loss = 8.4344e-05, PNorm = 125.6471, GNorm = 0.0049, lr_0 = 9.6622e-04
Validation prc-auc = 0.023766
Epoch 689
Validation prc-auc = 0.023486
Epoch 690
Validation prc-auc = 0.023468
Epoch 691
Validation prc-auc = 0.022712
Epoch 692
Validation prc-auc = 0.022954
Epoch 693
Loss = 7.7491e-03, PNorm = 125.6983, GNorm = 0.3033, lr_0 = 9.6600e-04
Validation prc-auc = 0.022996
Epoch 694
Validation prc-auc = 0.023190
Epoch 695
Validation prc-auc = 0.023381
Epoch 696
Validation prc-auc = 0.023860
Epoch 697
Validation prc-auc = 0.023764
Epoch 698
Loss = 2.7742e-03, PNorm = 125.8122, GNorm = 0.0654, lr_0 = 9.6574e-04
Validation prc-auc = 0.023847
Epoch 699
Validation prc-auc = 0.024189
Epoch 700
Validation prc-auc = 0.024438
Epoch 701
Validation prc-auc = 0.024525
Epoch 702
Loss = 3.2415e-02, PNorm = 125.9128, GNorm = 1.5272, lr_0 = 9.6552e-04
Loss = 8.5044e-05, PNorm = 125.9196, GNorm = 0.0041, lr_0 = 9.6550e-04
Validation prc-auc = 0.023823
Epoch 703
Validation prc-auc = 0.024404
Epoch 704
Validation prc-auc = 0.025053
Epoch 705
Validation prc-auc = 0.026559
Epoch 706
Validation prc-auc = 0.027316
Epoch 707
Loss = 2.1816e-02, PNorm = 126.0339, GNorm = 2.0948, lr_0 = 9.6526e-04
Loss = 4.7382e-05, PNorm = 126.0430, GNorm = 0.0021, lr_0 = 9.6525e-04
Validation prc-auc = 0.026983
Epoch 708
Validation prc-auc = 0.026593
Epoch 709
Validation prc-auc = 0.026883
Epoch 710
Validation prc-auc = 0.026577
Epoch 711
Validation prc-auc = 0.028688
Epoch 712
Loss = 4.1852e-03, PNorm = 126.1211, GNorm = 0.3827, lr_0 = 9.6502e-04
Validation prc-auc = 0.029499
Epoch 713
Validation prc-auc = 0.029806
Epoch 714
Validation prc-auc = 0.029440
Epoch 715
Validation prc-auc = 0.028858
Epoch 716
Loss = 2.5656e-02, PNorm = 126.1703, GNorm = 0.0495, lr_0 = 9.6479e-04
Validation prc-auc = 0.029180
Epoch 717
Validation prc-auc = 0.028584
Epoch 718
Validation prc-auc = 0.028612
Epoch 719
Validation prc-auc = 0.028815
Epoch 720
Validation prc-auc = 0.028661
Epoch 721
Loss = 2.6676e-02, PNorm = 126.2214, GNorm = 0.0478, lr_0 = 9.6455e-04
Loss = 4.7759e-04, PNorm = 126.2246, GNorm = 0.0205, lr_0 = 9.6453e-04
Validation prc-auc = 0.028383
Epoch 722
Validation prc-auc = 0.027971
Epoch 723
Validation prc-auc = 0.028076
Epoch 724
Validation prc-auc = 0.027752
Epoch 725
Validation prc-auc = 0.027518
Epoch 726
Loss = 7.1199e-03, PNorm = 126.2514, GNorm = 0.1434, lr_0 = 9.6431e-04
Validation prc-auc = 0.026636
Epoch 727
Validation prc-auc = 0.026243
Epoch 728
Validation prc-auc = 0.022695
Epoch 729
Validation prc-auc = 0.021745
Epoch 730
Validation prc-auc = 0.025531
Epoch 731
Loss = 9.4736e-03, PNorm = 126.4039, GNorm = 0.1874, lr_0 = 9.6405e-04
Validation prc-auc = 0.027368
Epoch 732
Validation prc-auc = 0.028621
Epoch 733
Validation prc-auc = 0.030246
Epoch 734
Validation prc-auc = 0.031501
Epoch 735
Loss = 3.9633e-02, PNorm = 126.6284, GNorm = 1.2135, lr_0 = 9.6383e-04
Loss = 4.6713e-03, PNorm = 126.6431, GNorm = 0.1412, lr_0 = 9.6381e-04
Validation prc-auc = 0.033541
Epoch 736
Validation prc-auc = 0.034164
Epoch 737
Validation prc-auc = 0.033619
Epoch 738
Validation prc-auc = 0.034454
Epoch 739
Validation prc-auc = 0.034315
Epoch 740
Loss = 7.2207e-03, PNorm = 126.7891, GNorm = 0.5632, lr_0 = 9.6357e-04
Loss = 2.9626e-02, PNorm = 126.7981, GNorm = 1.9011, lr_0 = 9.6355e-04
Validation prc-auc = 0.033359
Epoch 741
Validation prc-auc = 0.032115
Epoch 742
Validation prc-auc = 0.031398
Epoch 743
Validation prc-auc = 0.031146
Epoch 744
Validation prc-auc = 0.030625
Epoch 745
Loss = 2.8137e-02, PNorm = 126.9109, GNorm = 0.6339, lr_0 = 9.6333e-04
Validation prc-auc = 0.029500
Epoch 746
Validation prc-auc = 0.028783
Epoch 747
Validation prc-auc = 0.027814
Epoch 748
Validation prc-auc = 0.028446
Epoch 749
Loss = 1.0992e-01, PNorm = 127.0044, GNorm = 26.5193, lr_0 = 9.6309e-04
Validation prc-auc = 0.029167
Epoch 750
Validation prc-auc = 0.028173
Epoch 751
Validation prc-auc = 0.028051
Epoch 752
Validation prc-auc = 0.027019
Epoch 753
Validation prc-auc = 0.026645
Epoch 754
Loss = 1.1434e-01, PNorm = 127.3601, GNorm = 0.7697, lr_0 = 9.6285e-04
Loss = 1.6138e-02, PNorm = 127.3889, GNorm = 0.4129, lr_0 = 9.6284e-04
Validation prc-auc = 0.026584
Epoch 755
Validation prc-auc = 0.024639
Epoch 756
Validation prc-auc = 0.021945
Epoch 757
Validation prc-auc = 0.021259
Epoch 758
Validation prc-auc = 0.021737
Epoch 759
Loss = 7.6459e-02, PNorm = 127.6780, GNorm = 0.7597, lr_0 = 9.6262e-04
Validation prc-auc = 0.024258
Epoch 760
Validation prc-auc = 0.027416
Epoch 761
Validation prc-auc = 0.028870
Epoch 762
Validation prc-auc = 0.026319
Epoch 763
Validation prc-auc = 0.025265
Epoch 764
Loss = 1.6262e-02, PNorm = 127.9664, GNorm = 1.1124, lr_0 = 9.6236e-04
Validation prc-auc = 0.026213
Epoch 765
Validation prc-auc = 0.027237
Epoch 766
Validation prc-auc = 0.027405
Epoch 767
Validation prc-auc = 0.026959
Epoch 768
Loss = 9.2467e-04, PNorm = 128.1608, GNorm = 0.0131, lr_0 = 9.6214e-04
Loss = 3.3552e-04, PNorm = 128.1723, GNorm = 0.0155, lr_0 = 9.6212e-04
Validation prc-auc = 0.026658
Epoch 769
Validation prc-auc = 0.026499
Epoch 770
Validation prc-auc = 0.027089
Epoch 771
Validation prc-auc = 0.026302
Epoch 772
Validation prc-auc = 0.025731
Epoch 773
Loss = 4.3026e-02, PNorm = 128.3246, GNorm = 1.1143, lr_0 = 9.6188e-04
Loss = 1.7132e-03, PNorm = 128.3385, GNorm = 0.0664, lr_0 = 9.6186e-04
Validation prc-auc = 0.025189
Epoch 774
Validation prc-auc = 0.024759
Epoch 775
Validation prc-auc = 0.025632
Epoch 776
Validation prc-auc = 0.027196
Epoch 777
Validation prc-auc = 0.026845
Epoch 778
Loss = 1.5168e-03, PNorm = 128.4960, GNorm = 0.0499, lr_0 = 9.6164e-04
Validation prc-auc = 0.025537
Epoch 779
Validation prc-auc = 0.024385
Epoch 780
Validation prc-auc = 0.024197
Epoch 781
Validation prc-auc = 0.023970
Epoch 782
Validation prc-auc = 0.023713
Epoch 783
Loss = 1.2605e-02, PNorm = 128.6249, GNorm = 0.3585, lr_0 = 9.6139e-04
Validation prc-auc = 0.023490
Epoch 784
Validation prc-auc = 0.023367
Epoch 785
Validation prc-auc = 0.023892
Epoch 786
Validation prc-auc = 0.023860
Epoch 787
Loss = 2.9373e-02, PNorm = 128.7098, GNorm = 1.3681, lr_0 = 9.6117e-04
Loss = 2.7888e-03, PNorm = 128.7163, GNorm = 0.1307, lr_0 = 9.6115e-04
Validation prc-auc = 0.024772
Epoch 788
Validation prc-auc = 0.025483
Epoch 789
Validation prc-auc = 0.026328
Epoch 790
Validation prc-auc = 0.027122
Epoch 791
Validation prc-auc = 0.027173
Epoch 792
Loss = 7.9730e-03, PNorm = 128.8117, GNorm = 0.2896, lr_0 = 9.6093e-04
Validation prc-auc = 0.026727
Epoch 793
Validation prc-auc = 0.026796
Epoch 794
Validation prc-auc = 0.028495
Epoch 795
Validation prc-auc = 0.030240
Epoch 796
Validation prc-auc = 0.029570
Epoch 797
Loss = 5.8707e-03, PNorm = 128.9367, GNorm = 0.4161, lr_0 = 9.6067e-04
Validation prc-auc = 0.026868
Epoch 798
Validation prc-auc = 0.026654
Epoch 799
Validation prc-auc = 0.028155
Epoch 800
Validation prc-auc = 0.029136
Epoch 801
Loss = 4.6793e-03, PNorm = 129.0590, GNorm = 0.3627, lr_0 = 9.6045e-04
Loss = 3.8365e-03, PNorm = 129.0661, GNorm = 0.1751, lr_0 = 9.6043e-04
Validation prc-auc = 0.029025
Epoch 802
Validation prc-auc = 0.028107
Epoch 803
Validation prc-auc = 0.027601
Epoch 804
Validation prc-auc = 0.027839
Epoch 805
Validation prc-auc = 0.028060
Epoch 806
Loss = 5.5728e-02, PNorm = 129.1384, GNorm = 0.1265, lr_0 = 9.6019e-04
Loss = 1.3491e-02, PNorm = 129.1422, GNorm = 0.5273, lr_0 = 9.6018e-04
Validation prc-auc = 0.027970
Epoch 807
Validation prc-auc = 0.027966
Epoch 808
Validation prc-auc = 0.027870
Epoch 809
Validation prc-auc = 0.027564
Epoch 810
Validation prc-auc = 0.027168
Epoch 811
Loss = 3.1510e-03, PNorm = 129.2005, GNorm = 0.1241, lr_0 = 9.5996e-04
Validation prc-auc = 0.026991
Epoch 812
Validation prc-auc = 0.027077
Epoch 813
Validation prc-auc = 0.027084
Epoch 814
Validation prc-auc = 0.028756
Epoch 815
Validation prc-auc = 0.028429
Epoch 816
Loss = 8.2798e-03, PNorm = 129.2419, GNorm = 0.9450, lr_0 = 9.5970e-04
Validation prc-auc = 0.027939
Epoch 817
Validation prc-auc = 0.024361
Epoch 818
Validation prc-auc = 0.024925
Epoch 819
Validation prc-auc = 0.025652
Epoch 820
Loss = 4.4090e-02, PNorm = 129.4646, GNorm = 0.4239, lr_0 = 9.5948e-04
Loss = 1.3084e+00, PNorm = 129.4831, GNorm = 9.5124, lr_0 = 9.5946e-04
Validation prc-auc = 0.026237
Epoch 821
Validation prc-auc = 0.028110
Epoch 822
Validation prc-auc = 0.027903
Epoch 823
Validation prc-auc = 0.026626
Epoch 824
Validation prc-auc = 0.026283
Epoch 825
Loss = 9.6943e-02, PNorm = 129.7936, GNorm = 1.5041, lr_0 = 9.5924e-04
Validation prc-auc = 0.026897
Epoch 826
Validation prc-auc = 0.029648
Epoch 827
Validation prc-auc = 0.030366
Epoch 828
Validation prc-auc = 0.033879
Epoch 829
Validation prc-auc = 0.032900
Epoch 830
Loss = 2.3973e-01, PNorm = 130.1257, GNorm = 1.9621, lr_0 = 9.5899e-04
Validation prc-auc = 0.034374
Epoch 831
Validation prc-auc = 0.034753
Epoch 832
Validation prc-auc = 0.033156
Epoch 833
Validation prc-auc = 0.029992
Epoch 834
Loss = 2.8157e-02, PNorm = 130.3736, GNorm = 0.8537, lr_0 = 9.5877e-04
Loss = 1.1600e-02, PNorm = 130.3910, GNorm = 0.2494, lr_0 = 9.5875e-04
Validation prc-auc = 0.027781
Epoch 835
Validation prc-auc = 0.025970
Epoch 836
Validation prc-auc = 0.024815
Epoch 837
Validation prc-auc = 0.024726
Epoch 838
Validation prc-auc = 0.024306
Epoch 839
Loss = 8.3530e-02, PNorm = 130.5556, GNorm = 1.5575, lr_0 = 9.5851e-04
Loss = 2.1757e-02, PNorm = 130.5629, GNorm = 0.6968, lr_0 = 9.5849e-04
Validation prc-auc = 0.024356
Epoch 840
Validation prc-auc = 0.025293
Epoch 841
Validation prc-auc = 0.025320
Epoch 842
Validation prc-auc = 0.025541
Epoch 843
Validation prc-auc = 0.025241
Epoch 844
Loss = 3.4449e-02, PNorm = 130.6581, GNorm = 0.3816, lr_0 = 9.5827e-04
Validation prc-auc = 0.024955
Epoch 845
Validation prc-auc = 0.024230
Epoch 846
Validation prc-auc = 0.023893
Epoch 847
Validation prc-auc = 0.023808
Epoch 848
Validation prc-auc = 0.025005
Epoch 849
Loss = 6.8529e-03, PNorm = 130.7521, GNorm = 0.1679, lr_0 = 9.5802e-04
Validation prc-auc = 0.026155
Epoch 850
Validation prc-auc = 0.026603
Epoch 851
Validation prc-auc = 0.027361
Epoch 852
Validation prc-auc = 0.027481
Epoch 853
Loss = 7.2194e-02, PNorm = 130.8450, GNorm = 0.7860, lr_0 = 9.5780e-04
Loss = 8.5778e-03, PNorm = 130.8515, GNorm = 1.0050, lr_0 = 9.5778e-04
Validation prc-auc = 0.027642
Epoch 854
Validation prc-auc = 0.027149
Epoch 855
Validation prc-auc = 0.026995
Epoch 856
Validation prc-auc = 0.027739
Epoch 857
Validation prc-auc = 0.027978
Epoch 858
Loss = 6.6672e-03, PNorm = 130.9442, GNorm = 0.7786, lr_0 = 9.5754e-04
Validation prc-auc = 0.027376
Epoch 859
Validation prc-auc = 0.026579
Epoch 860
Validation prc-auc = 0.029597
Epoch 861
Validation prc-auc = 0.032208
Epoch 862
Validation prc-auc = 0.038302
Epoch 863
Loss = 2.2219e-02, PNorm = 131.2381, GNorm = 1.0395, lr_0 = 9.5730e-04
Validation prc-auc = 0.047212
Epoch 864
Validation prc-auc = 0.039396
Epoch 865
Validation prc-auc = 0.030557
Epoch 866
Validation prc-auc = 0.025519
Epoch 867
Loss = 6.4621e-02, PNorm = 131.6593, GNorm = 1.1083, lr_0 = 9.5708e-04
Loss = 4.0076e-02, PNorm = 131.6935, GNorm = 1.5285, lr_0 = 9.5707e-04
Validation prc-auc = 0.021280
Epoch 868
Validation prc-auc = 0.019000
Epoch 869
Validation prc-auc = 0.018819
Epoch 870
Validation prc-auc = 0.018463
Epoch 871
Validation prc-auc = 0.021450
Epoch 872
Loss = 1.0715e-01, PNorm = 132.1450, GNorm = 1.4069, lr_0 = 9.5683e-04
Loss = 3.1591e-03, PNorm = 132.1864, GNorm = 0.0858, lr_0 = 9.5681e-04
Validation prc-auc = 0.024367
Epoch 873
Validation prc-auc = 0.024644
Epoch 874
Validation prc-auc = 0.024404
Epoch 875
Validation prc-auc = 0.025793
Epoch 876
Validation prc-auc = 0.027619
Epoch 877
Loss = 4.8982e-02, PNorm = 132.6847, GNorm = 0.5594, lr_0 = 9.5659e-04
Validation prc-auc = 0.028719
Epoch 878
Validation prc-auc = 0.029965
Epoch 879
Validation prc-auc = 0.030539
Epoch 880
Validation prc-auc = 0.030387
Epoch 881
Validation prc-auc = 0.030326
Epoch 882
Loss = 6.2480e-02, PNorm = 133.1010, GNorm = 0.5293, lr_0 = 9.5634e-04
Validation prc-auc = 0.031059
Epoch 883
Validation prc-auc = 0.033530
Epoch 884
Validation prc-auc = 0.033495
Epoch 885
Validation prc-auc = 0.031394
Epoch 886
Loss = 1.4191e-02, PNorm = 133.3304, GNorm = 0.3283, lr_0 = 9.5612e-04
Loss = 8.2119e-03, PNorm = 133.3472, GNorm = 0.2374, lr_0 = 9.5610e-04
Validation prc-auc = 0.029013
Epoch 887
Validation prc-auc = 0.028041
Epoch 888
Validation prc-auc = 0.025969
Epoch 889
Validation prc-auc = 0.024543
Epoch 890
Validation prc-auc = 0.024293
Epoch 891
Loss = 4.0640e-02, PNorm = 133.5479, GNorm = 0.6091, lr_0 = 9.5586e-04
Validation prc-auc = 0.024739
Epoch 892
Validation prc-auc = 0.025109
Epoch 893
Validation prc-auc = 0.025483
Epoch 894
Validation prc-auc = 0.026361
Epoch 895
Validation prc-auc = 0.027298
Epoch 896
Loss = 2.1738e-02, PNorm = 133.7374, GNorm = 4.1882, lr_0 = 9.5563e-04
Validation prc-auc = 0.029830
Epoch 897
Validation prc-auc = 0.029682
Epoch 898
Validation prc-auc = 0.029503
Epoch 899
Validation prc-auc = 0.028961
Epoch 900
Loss = 2.0439e-02, PNorm = 133.9086, GNorm = 0.1151, lr_0 = 9.5541e-04
Loss = 2.9774e-03, PNorm = 133.9214, GNorm = 0.1228, lr_0 = 9.5539e-04
Validation prc-auc = 0.029163
Epoch 901
Validation prc-auc = 0.029621
Epoch 902
Validation prc-auc = 0.030117
Epoch 903
Validation prc-auc = 0.030269
Epoch 904
Validation prc-auc = 0.029218
Epoch 905
Loss = 6.0421e-02, PNorm = 134.1041, GNorm = 0.8977, lr_0 = 9.5515e-04
Loss = 5.4644e-03, PNorm = 134.1180, GNorm = 0.2521, lr_0 = 9.5513e-04
Validation prc-auc = 0.029093
Epoch 906
Validation prc-auc = 0.028686
Epoch 907
Validation prc-auc = 0.028611
Epoch 908
Validation prc-auc = 0.028572
Epoch 909
Validation prc-auc = 0.028551
Epoch 910
Loss = 3.3039e-04, PNorm = 134.2654, GNorm = 0.0097, lr_0 = 9.5491e-04
Validation prc-auc = 0.028790
Epoch 911
Validation prc-auc = 0.028591
Epoch 912
Validation prc-auc = 0.028506
Epoch 913
Validation prc-auc = 0.028213
Epoch 914
Validation prc-auc = 0.029223
Epoch 915
Loss = 1.7792e-03, PNorm = 134.4180, GNorm = 0.0798, lr_0 = 9.5466e-04
Validation prc-auc = 0.031911
Epoch 916
Validation prc-auc = 0.032117
Epoch 917
Validation prc-auc = 0.031182
Epoch 918
Validation prc-auc = 0.029440
Epoch 919
Loss = 1.1975e-01, PNorm = 134.6525, GNorm = 1.4013, lr_0 = 9.5444e-04
Loss = 1.9175e-01, PNorm = 134.6722, GNorm = 12.9293, lr_0 = 9.5442e-04
Validation prc-auc = 0.028908
Epoch 920
Validation prc-auc = 0.027335
Epoch 921
Validation prc-auc = 0.025471
Epoch 922
Validation prc-auc = 0.023839
Epoch 923
Validation prc-auc = 0.021750
Epoch 924
Loss = 6.4587e-02, PNorm = 134.9761, GNorm = 0.4518, lr_0 = 9.5419e-04
Validation prc-auc = 0.020585
Epoch 925
Validation prc-auc = 0.019993
Epoch 926
Validation prc-auc = 0.020690
Epoch 927
Validation prc-auc = 0.021229
Epoch 928
Validation prc-auc = 0.021344
Epoch 929
Loss = 3.7986e-02, PNorm = 135.1796, GNorm = 0.6391, lr_0 = 9.5395e-04
Validation prc-auc = 0.021547
Epoch 930
Validation prc-auc = 0.022090
Epoch 931
Validation prc-auc = 0.021859
Epoch 932
Validation prc-auc = 0.021679
Epoch 933
Loss = 8.2281e-03, PNorm = 135.3089, GNorm = 0.0840, lr_0 = 9.5371e-04
Validation prc-auc = 0.021758
Epoch 934
Validation prc-auc = 0.022203
Epoch 935
Validation prc-auc = 0.022117
Epoch 936
Validation prc-auc = 0.022162
Epoch 937
Validation prc-auc = 0.022305
Epoch 938
Loss = 1.3135e-03, PNorm = 135.4215, GNorm = 0.0286, lr_0 = 9.5348e-04
Loss = 8.6901e-03, PNorm = 135.4295, GNorm = 0.6174, lr_0 = 9.5346e-04
Validation prc-auc = 0.022754
Epoch 939
Validation prc-auc = 0.022717
Epoch 940
Validation prc-auc = 0.022823
Epoch 941
Validation prc-auc = 0.022735
Epoch 942
Validation prc-auc = 0.022729
Epoch 943
Loss = 1.4621e-02, PNorm = 135.5160, GNorm = 0.4779, lr_0 = 9.5324e-04
Validation prc-auc = 0.022926
Epoch 944
Validation prc-auc = 0.022882
Epoch 945
Validation prc-auc = 0.022462
Epoch 946
Validation prc-auc = 0.023924
Epoch 947
Validation prc-auc = 0.024361
Epoch 948
Loss = 1.6412e-03, PNorm = 135.6123, GNorm = 0.0469, lr_0 = 9.5299e-04
Validation prc-auc = 0.024576
Epoch 949
Validation prc-auc = 0.024683
Epoch 950
Validation prc-auc = 0.024706
Epoch 951
Validation prc-auc = 0.024855
Epoch 952
Loss = 2.3139e-03, PNorm = 135.6743, GNorm = 0.0226, lr_0 = 9.5277e-04
Loss = 1.1487e-03, PNorm = 135.6781, GNorm = 0.0414, lr_0 = 9.5275e-04
Validation prc-auc = 0.025128
Epoch 953
Validation prc-auc = 0.025324
Epoch 954
Validation prc-auc = 0.025419
Epoch 955
Validation prc-auc = 0.025631
Epoch 956
Validation prc-auc = 0.025772
Epoch 957
Loss = 9.0613e-03, PNorm = 135.7256, GNorm = 0.0340, lr_0 = 9.5251e-04
Loss = 5.8620e-04, PNorm = 135.7288, GNorm = 0.0325, lr_0 = 9.5250e-04
Validation prc-auc = 0.025705
Epoch 958
Validation prc-auc = 0.025577
Epoch 959
Validation prc-auc = 0.025687
Epoch 960
Validation prc-auc = 0.026022
Epoch 961
Validation prc-auc = 0.026167
Epoch 962
Loss = 5.9465e-02, PNorm = 135.7728, GNorm = 3.3975, lr_0 = 9.5228e-04
Validation prc-auc = 0.024879
Epoch 963
Validation prc-auc = 0.024118
Epoch 964
Validation prc-auc = 0.023910
Epoch 965
Validation prc-auc = 0.023834
Epoch 966
Loss = 9.4203e-04, PNorm = 135.8464, GNorm = 0.0014, lr_0 = 9.5204e-04
Validation prc-auc = 0.023721
Epoch 967
Validation prc-auc = 0.023514
Epoch 968
Validation prc-auc = 0.024059
Epoch 969
Validation prc-auc = 0.024907
Epoch 970
Validation prc-auc = 0.024734
Epoch 971
Loss = 8.9305e-03, PNorm = 135.9163, GNorm = 0.1410, lr_0 = 9.5180e-04
Loss = 1.3031e-02, PNorm = 135.9223, GNorm = 0.3651, lr_0 = 9.5179e-04
Validation prc-auc = 0.024989
Epoch 972
Validation prc-auc = 0.025050
Epoch 973
Validation prc-auc = 0.025232
Epoch 974
Validation prc-auc = 0.025275
Epoch 975
Validation prc-auc = 0.025321
Epoch 976
Loss = 7.8152e-04, PNorm = 135.9799, GNorm = 0.0198, lr_0 = 9.5157e-04
Validation prc-auc = 0.025288
Epoch 977
Validation prc-auc = 0.025270
Epoch 978
Validation prc-auc = 0.025191
Epoch 979
Validation prc-auc = 0.025143
Epoch 980
Validation prc-auc = 0.025302
Epoch 981
Loss = 1.0342e-02, PNorm = 136.0069, GNorm = 0.8983, lr_0 = 9.5132e-04
Validation prc-auc = 0.024729
Epoch 982
Validation prc-auc = 0.024670
Epoch 983
Validation prc-auc = 0.024530
Epoch 984
Validation prc-auc = 0.024346
Epoch 985
Loss = 2.2449e-03, PNorm = 136.0300, GNorm = 0.1491, lr_0 = 9.5110e-04
Loss = 1.8387e-04, PNorm = 136.0321, GNorm = 0.0089, lr_0 = 9.5108e-04
Validation prc-auc = 0.024556
Epoch 986
Validation prc-auc = 0.025029
Epoch 987
Validation prc-auc = 0.025059
Epoch 988
Validation prc-auc = 0.025028
Epoch 989
Validation prc-auc = 0.024910
Epoch 990
Loss = 1.8018e-03, PNorm = 136.0646, GNorm = 0.1363, lr_0 = 9.5084e-04
Loss = 4.6528e-05, PNorm = 136.0666, GNorm = 0.0026, lr_0 = 9.5083e-04
Validation prc-auc = 0.024797
Epoch 991
Validation prc-auc = 0.025167
Epoch 992
Validation prc-auc = 0.025156
Epoch 993
Validation prc-auc = 0.025254
Epoch 994
Validation prc-auc = 0.025009
Epoch 995
Loss = 1.1902e-04, PNorm = 136.0938, GNorm = 0.0042, lr_0 = 9.5061e-04
Validation prc-auc = 0.025231
Epoch 996
Validation prc-auc = 0.025446
Epoch 997
Validation prc-auc = 0.025421
Epoch 998
Validation prc-auc = 0.025596
Epoch 999
Loss = 4.4912e-02, PNorm = 136.1151, GNorm = 0.0019, lr_0 = 9.5037e-04
Validation prc-auc = 0.025589
Epoch 1000
Validation prc-auc = 0.025995
Epoch 1001
Validation prc-auc = 0.026112
Epoch 1002
Validation prc-auc = 0.026220
Epoch 1003
Validation prc-auc = 0.026614
Epoch 1004
Loss = 4.1247e-03, PNorm = 136.1693, GNorm = 0.0424, lr_0 = 9.5014e-04
Loss = 1.0049e-01, PNorm = 136.1750, GNorm = 11.0153, lr_0 = 9.5012e-04
Validation prc-auc = 0.026440
Epoch 1005
Validation prc-auc = 0.026998
Epoch 1006
Validation prc-auc = 0.025758
Epoch 1007
Validation prc-auc = 0.021870
Epoch 1008
Validation prc-auc = 0.019227
Epoch 1009
Loss = 7.2293e-01, PNorm = 136.3872, GNorm = 5.1560, lr_0 = 9.4990e-04
Validation prc-auc = 0.018353
Epoch 1010
Validation prc-auc = 0.018078
Epoch 1011
Validation prc-auc = 0.017890
Epoch 1012
Validation prc-auc = 0.018598
Epoch 1013
Validation prc-auc = 0.020140
Epoch 1014
Loss = 1.4331e-01, PNorm = 136.9230, GNorm = 1.0447, lr_0 = 9.4965e-04
Validation prc-auc = 0.021293
Epoch 1015
Validation prc-auc = 0.022819
Epoch 1016
Validation prc-auc = 0.022627
Epoch 1017
Validation prc-auc = 0.021782
Epoch 1018
Loss = 6.5433e-02, PNorm = 137.2522, GNorm = 0.9064, lr_0 = 9.4943e-04
Loss = 1.5688e-02, PNorm = 137.2673, GNorm = 2.3419, lr_0 = 9.4941e-04
Validation prc-auc = 0.021418
Epoch 1019
Validation prc-auc = 0.022054
Epoch 1020
Validation prc-auc = 0.023208
Epoch 1021
Validation prc-auc = 0.023174
Epoch 1022
Validation prc-auc = 0.022200
Epoch 1023
Loss = 7.8602e-02, PNorm = 137.5029, GNorm = 1.7406, lr_0 = 9.4918e-04
Loss = 4.2518e-06, PNorm = 137.5206, GNorm = 0.0003, lr_0 = 9.4916e-04
Validation prc-auc = 0.021443
Epoch 1024
Validation prc-auc = 0.021142
Epoch 1025
Validation prc-auc = 0.021193
Epoch 1026
Validation prc-auc = 0.021539
Epoch 1027
Validation prc-auc = 0.021971
Epoch 1028
Loss = 4.0787e-02, PNorm = 137.7105, GNorm = 1.0343, lr_0 = 9.4894e-04
Validation prc-auc = 0.023326
Epoch 1029
Validation prc-auc = 0.024154
Epoch 1030
Validation prc-auc = 0.024434
Epoch 1031
Validation prc-auc = 0.025959
Epoch 1032
Validation prc-auc = 0.026729
Epoch 1033
Loss = 2.5594e-03, PNorm = 137.9060, GNorm = 0.0916, lr_0 = 9.4869e-04
Validation prc-auc = 0.026984
Epoch 1034
Validation prc-auc = 0.027639
Epoch 1035
Validation prc-auc = 0.026365
Epoch 1036
Validation prc-auc = 0.025589
Epoch 1037
Loss = 9.1967e-02, PNorm = 138.0838, GNorm = 3.2557, lr_0 = 9.4847e-04
Loss = 2.0509e-02, PNorm = 138.1009, GNorm = 0.7311, lr_0 = 9.4845e-04
Validation prc-auc = 0.024430
Epoch 1038
Validation prc-auc = 0.023155
Epoch 1039
Validation prc-auc = 0.023880
Epoch 1040
Validation prc-auc = 0.023890
Epoch 1041
Validation prc-auc = 0.023875
Epoch 1042
Loss = 2.9137e-02, PNorm = 138.3430, GNorm = 0.3945, lr_0 = 9.4823e-04
Validation prc-auc = 0.023800
Epoch 1043
Validation prc-auc = 0.023982
Epoch 1044
Validation prc-auc = 0.024722
Epoch 1045
Validation prc-auc = 0.025694
Epoch 1046
Validation prc-auc = 0.025740
Epoch 1047
Loss = 2.1603e-02, PNorm = 138.5575, GNorm = 0.4608, lr_0 = 9.4798e-04
Validation prc-auc = 0.025507
Epoch 1048
Validation prc-auc = 0.025744
Epoch 1049
Validation prc-auc = 0.026002
Epoch 1050
Validation prc-auc = 0.026710
Epoch 1051
Loss = 9.0827e-03, PNorm = 138.7179, GNorm = 0.1635, lr_0 = 9.4776e-04
Loss = 1.6749e-02, PNorm = 138.7283, GNorm = 0.4321, lr_0 = 9.4775e-04
Validation prc-auc = 0.027580
Epoch 1052
Validation prc-auc = 0.028171
Epoch 1053
Validation prc-auc = 0.030132
Epoch 1054
Validation prc-auc = 0.031598
Epoch 1055
Validation prc-auc = 0.031425
Epoch 1056
Loss = 2.2444e-02, PNorm = 138.8542, GNorm = 2.6840, lr_0 = 9.4751e-04
Loss = 1.8457e-05, PNorm = 138.8627, GNorm = 0.0011, lr_0 = 9.4749e-04
Validation prc-auc = 0.031938
Epoch 1057
Validation prc-auc = 0.032079
Epoch 1058
Validation prc-auc = 0.031071
Epoch 1059
Validation prc-auc = 0.032960
Epoch 1060
Validation prc-auc = 0.033263
Epoch 1061
Loss = 3.0002e-03, PNorm = 138.9777, GNorm = 0.0843, lr_0 = 9.4728e-04
Validation prc-auc = 0.032514
Epoch 1062
Validation prc-auc = 0.032522
Epoch 1063
Validation prc-auc = 0.031587
Epoch 1064
Validation prc-auc = 0.031046
Epoch 1065
Validation prc-auc = 0.031412
Epoch 1066
Loss = 8.3169e-03, PNorm = 139.1668, GNorm = 0.1733, lr_0 = 9.4702e-04
Validation prc-auc = 0.031107
Epoch 1067
Validation prc-auc = 0.030321
Epoch 1068
Validation prc-auc = 0.030763
Epoch 1069
Validation prc-auc = 0.031592
Epoch 1070
Loss = 4.9259e-02, PNorm = 139.3084, GNorm = 1.3420, lr_0 = 9.4681e-04
Loss = 6.1685e-04, PNorm = 139.3168, GNorm = 0.0246, lr_0 = 9.4679e-04
Validation prc-auc = 0.033867
Epoch 1071
Validation prc-auc = 0.036149
Epoch 1072
Validation prc-auc = 0.038026
Epoch 1073
Validation prc-auc = 0.039240
Epoch 1074
Validation prc-auc = 0.039646
Epoch 1075
Loss = 8.6131e-02, PNorm = 139.4130, GNorm = 1.7199, lr_0 = 9.4657e-04
Validation prc-auc = 0.039459
Epoch 1076
Validation prc-auc = 0.038239
Epoch 1077
Validation prc-auc = 0.037883
Epoch 1078
Validation prc-auc = 0.040938
Epoch 1079
Validation prc-auc = 0.038497
Epoch 1080
Loss = 1.6803e-01, PNorm = 139.6271, GNorm = 2.1662, lr_0 = 9.4632e-04
Validation prc-auc = 0.037785
Epoch 1081
Validation prc-auc = 0.036218
Epoch 1082
Validation prc-auc = 0.035388
Epoch 1083
Validation prc-auc = 0.034429
Epoch 1084
Loss = 1.4859e-02, PNorm = 139.7983, GNorm = 0.5040, lr_0 = 9.4610e-04
Loss = 2.5171e-02, PNorm = 139.8103, GNorm = 0.8857, lr_0 = 9.4608e-04
Validation prc-auc = 0.034172
Epoch 1085
Validation prc-auc = 0.034050
Epoch 1086
Validation prc-auc = 0.033055
Epoch 1087
Validation prc-auc = 0.032443
Epoch 1088
Validation prc-auc = 0.032687
Epoch 1089
Loss = 1.9652e-02, PNorm = 139.9440, GNorm = 0.0258, lr_0 = 9.4585e-04
Loss = 3.3397e-04, PNorm = 139.9535, GNorm = 0.0147, lr_0 = 9.4583e-04
Validation prc-auc = 0.032838
Epoch 1090
Validation prc-auc = 0.032924
Epoch 1091
Validation prc-auc = 0.032890
Epoch 1092
Validation prc-auc = 0.032468
Epoch 1093
Validation prc-auc = 0.031117
Epoch 1094
Loss = 8.1752e-02, PNorm = 140.1222, GNorm = 0.6783, lr_0 = 9.4561e-04
Validation prc-auc = 0.030097
Epoch 1095
Validation prc-auc = 0.030368
Epoch 1096
Validation prc-auc = 0.034099
Epoch 1097
Validation prc-auc = 0.035999
Epoch 1098
Validation prc-auc = 0.030378
Epoch 1099
Loss = 1.5322e-02, PNorm = 140.4111, GNorm = 0.5401, lr_0 = 9.4536e-04
Validation prc-auc = 0.025711
Epoch 1100
Validation prc-auc = 0.024973
Epoch 1101
Validation prc-auc = 0.025138
Epoch 1102
Validation prc-auc = 0.025259
Epoch 1103
Loss = 1.9129e-02, PNorm = 140.6507, GNorm = 0.2845, lr_0 = 9.4515e-04
Loss = 7.4281e-05, PNorm = 140.6660, GNorm = 0.0041, lr_0 = 9.4513e-04
Validation prc-auc = 0.025559
Epoch 1104
Validation prc-auc = 0.025840
Epoch 1105
Validation prc-auc = 0.026050
Epoch 1106
Validation prc-auc = 0.026699
Epoch 1107
Validation prc-auc = 0.026292
Epoch 1108
Loss = 1.4960e-02, PNorm = 140.8159, GNorm = 0.2852, lr_0 = 9.4489e-04
Validation prc-auc = 0.026377
Epoch 1109
Validation prc-auc = 0.026220
Epoch 1110
Validation prc-auc = 0.026034
Epoch 1111
Validation prc-auc = 0.026121
Epoch 1112
Validation prc-auc = 0.026446
Epoch 1113
Loss = 4.3974e-03, PNorm = 140.9285, GNorm = 0.1074, lr_0 = 9.4466e-04
Validation prc-auc = 0.026354
Epoch 1114
Validation prc-auc = 0.026315
Epoch 1115
Validation prc-auc = 0.025909
Epoch 1116
Validation prc-auc = 0.026171
Epoch 1117
Loss = 8.7247e-03, PNorm = 140.9656, GNorm = 0.1582, lr_0 = 9.4444e-04
Loss = 2.3792e-03, PNorm = 140.9687, GNorm = 0.0975, lr_0 = 9.4443e-04
Validation prc-auc = 0.026244
Epoch 1118
Validation prc-auc = 0.027224
Epoch 1119
Validation prc-auc = 0.027423
Epoch 1120
Validation prc-auc = 0.027464
Epoch 1121
Validation prc-auc = 0.027448
Epoch 1122
Loss = 7.6637e-02, PNorm = 141.0264, GNorm = 1.0295, lr_0 = 9.4419e-04
Loss = 5.4627e-03, PNorm = 141.0308, GNorm = 0.1966, lr_0 = 9.4417e-04
Validation prc-auc = 0.026857
Epoch 1123
Validation prc-auc = 0.025709
Epoch 1124
Validation prc-auc = 0.023813
Epoch 1125
Validation prc-auc = 0.023411
Epoch 1126
Validation prc-auc = 0.023309
Epoch 1127
Loss = 1.0660e-02, PNorm = 141.0893, GNorm = 0.3299, lr_0 = 9.4396e-04
Validation prc-auc = 0.023323
Epoch 1128
Validation prc-auc = 0.023101
Epoch 1129
Validation prc-auc = 0.023140
Epoch 1130
Validation prc-auc = 0.023202
Epoch 1131
Validation prc-auc = 0.023012
Epoch 1132
Loss = 3.9060e-03, PNorm = 141.1413, GNorm = 0.0849, lr_0 = 9.4371e-04
Validation prc-auc = 0.023094
Epoch 1133
Validation prc-auc = 0.023195
Epoch 1134
Validation prc-auc = 0.023196
Epoch 1135
Validation prc-auc = 0.023123
Epoch 1136
Loss = 1.2169e-03, PNorm = 141.1733, GNorm = 0.0344, lr_0 = 9.4349e-04
Loss = 7.9712e-05, PNorm = 141.1770, GNorm = 0.0048, lr_0 = 9.4347e-04
Validation prc-auc = 0.022783
Epoch 1137
Validation prc-auc = 0.022769
Epoch 1138
Validation prc-auc = 0.022654
Epoch 1139
Validation prc-auc = 0.022621
Epoch 1140
Validation prc-auc = 0.022579
Epoch 1141
Loss = 9.3557e-03, PNorm = 141.2246, GNorm = 0.0635, lr_0 = 9.4324e-04
Validation prc-auc = 0.022543
Epoch 1142
Validation prc-auc = 0.022422
Epoch 1143
Validation prc-auc = 0.022349
Epoch 1144
Validation prc-auc = 0.022329
Epoch 1145
Validation prc-auc = 0.022213
Epoch 1146
Loss = 6.8401e-04, PNorm = 141.2530, GNorm = 0.0230, lr_0 = 9.4300e-04
Validation prc-auc = 0.022099
Epoch 1147
Validation prc-auc = 0.021970
Epoch 1148
Validation prc-auc = 0.021910
Epoch 1149
Validation prc-auc = 0.022174
Epoch 1150
Loss = 7.0771e-02, PNorm = 141.2651, GNorm = 0.0894, lr_0 = 9.4279e-04
Loss = 3.2566e-04, PNorm = 141.2655, GNorm = 0.0186, lr_0 = 9.4277e-04
Validation prc-auc = 0.022182
Epoch 1151
Validation prc-auc = 0.022131
Epoch 1152
Validation prc-auc = 0.022152
Epoch 1153
Validation prc-auc = 0.022277
Epoch 1154
Validation prc-auc = 0.022324
Epoch 1155
Loss = 1.6478e-03, PNorm = 141.2856, GNorm = 0.0268, lr_0 = 9.4253e-04
Loss = 4.7687e-03, PNorm = 141.2873, GNorm = 0.4177, lr_0 = 9.4252e-04
Validation prc-auc = 0.022304
Epoch 1156
Validation prc-auc = 0.022352
Epoch 1157
Validation prc-auc = 0.022480
Epoch 1158
Validation prc-auc = 0.023034
Epoch 1159
Validation prc-auc = 0.023195
Epoch 1160
Loss = 5.8957e-04, PNorm = 141.3305, GNorm = 0.0412, lr_0 = 9.4230e-04
Validation prc-auc = 0.023497
Epoch 1161
Validation prc-auc = 0.024111
Epoch 1162
Validation prc-auc = 0.024727
Epoch 1163
Validation prc-auc = 0.025361
Epoch 1164
Validation prc-auc = 0.026444
Epoch 1165
Loss = 8.9917e-04, PNorm = 141.4062, GNorm = 0.0233, lr_0 = 9.4205e-04
Validation prc-auc = 0.026824
Epoch 1166
Validation prc-auc = 0.026746
Epoch 1167
Validation prc-auc = 0.027199
Epoch 1168
Validation prc-auc = 0.027336
Epoch 1169
Loss = 1.3376e-02, PNorm = 141.4374, GNorm = 1.1456, lr_0 = 9.4183e-04
Loss = 7.4138e-03, PNorm = 141.4409, GNorm = 0.2082, lr_0 = 9.4182e-04
Validation prc-auc = 0.027067
Epoch 1170
Validation prc-auc = 0.027164
Epoch 1171
Validation prc-auc = 0.027346
Epoch 1172
Validation prc-auc = 0.027030
Epoch 1173
Validation prc-auc = 0.026880
Epoch 1174
Loss = 4.1500e-02, PNorm = 141.5071, GNorm = 0.5204, lr_0 = 9.4158e-04
Validation prc-auc = 0.026759
Epoch 1175
Validation prc-auc = 0.026584
Epoch 1176
Validation prc-auc = 0.026461
Epoch 1177
Validation prc-auc = 0.026334
Epoch 1178
Validation prc-auc = 0.026290
Epoch 1179
Loss = 2.4845e-03, PNorm = 141.5580, GNorm = 0.0875, lr_0 = 9.4135e-04
Validation prc-auc = 0.026281
Epoch 1180
Validation prc-auc = 0.026250
Epoch 1181
Validation prc-auc = 0.026022
Epoch 1182
Validation prc-auc = 0.026325
Epoch 1183
Loss = 1.3626e-03, PNorm = 141.6035, GNorm = 0.0040, lr_0 = 9.4112e-04
Validation prc-auc = 0.026330
Epoch 1184
Validation prc-auc = 0.026484
Epoch 1185
Validation prc-auc = 0.026598
Epoch 1186
Validation prc-auc = 0.026583
Epoch 1187
Validation prc-auc = 0.026607
Epoch 1188
Loss = 2.3993e-03, PNorm = 141.6363, GNorm = 0.0068, lr_0 = 9.4088e-04
Loss = 1.2298e-05, PNorm = 141.6378, GNorm = 0.0011, lr_0 = 9.4087e-04
Validation prc-auc = 0.026931
Epoch 1189
Validation prc-auc = 0.027208
Epoch 1190
Validation prc-auc = 0.027402
Epoch 1191
Validation prc-auc = 0.027417
Epoch 1192
Validation prc-auc = 0.027596
Epoch 1193
Loss = 2.8878e-03, PNorm = 141.6544, GNorm = 0.0694, lr_0 = 9.4065e-04
Validation prc-auc = 0.027553
Epoch 1194
Validation prc-auc = 0.027531
Epoch 1195
Validation prc-auc = 0.027447
Epoch 1196
Validation prc-auc = 0.027290
Epoch 1197
Validation prc-auc = 0.027002
Epoch 1198
Loss = 1.9540e-03, PNorm = 141.6989, GNorm = 0.0451, lr_0 = 9.4040e-04
Validation prc-auc = 0.026739
Epoch 1199
Validation prc-auc = 0.026500
Epoch 1200
Validation prc-auc = 0.026238
Epoch 1201
Validation prc-auc = 0.026087
Epoch 1202
Loss = 8.0609e-04, PNorm = 141.7278, GNorm = 0.0229, lr_0 = 9.4018e-04
Loss = 3.7037e-04, PNorm = 141.7291, GNorm = 0.0159, lr_0 = 9.4016e-04
Validation prc-auc = 0.026102
Epoch 1203
Validation prc-auc = 0.026040
Epoch 1204
Validation prc-auc = 0.025946
Epoch 1205
Validation prc-auc = 0.026018
Epoch 1206
Validation prc-auc = 0.026044
Epoch 1207
Loss = 5.9437e-02, PNorm = 141.7404, GNorm = 0.0351, lr_0 = 9.3993e-04
Loss = 1.1154e-03, PNorm = 141.7408, GNorm = 0.0393, lr_0 = 9.3991e-04
Validation prc-auc = 0.026497
Epoch 1208
Validation prc-auc = 0.026610
Epoch 1209
Validation prc-auc = 0.026518
Epoch 1210
Validation prc-auc = 0.026153
Epoch 1211
Validation prc-auc = 0.025948
Epoch 1212
Loss = 2.0349e-03, PNorm = 141.7630, GNorm = 0.0570, lr_0 = 9.3970e-04
Validation prc-auc = 0.025774
Epoch 1213
Validation prc-auc = 0.025666
Epoch 1214
Validation prc-auc = 0.026603
Epoch 1215
Validation prc-auc = 0.026722
Epoch 1216
Loss = 3.7787e-02, PNorm = 141.8076, GNorm = 0.0215, lr_0 = 9.3946e-04
Validation prc-auc = 0.026273
Epoch 1217
Validation prc-auc = 0.026325
Epoch 1218
Validation prc-auc = 0.025973
Epoch 1219
Validation prc-auc = 0.025427
Epoch 1220
Validation prc-auc = 0.025102
Epoch 1221
Loss = 1.0534e-01, PNorm = 141.8778, GNorm = 1.3572, lr_0 = 9.3923e-04
Loss = 8.1115e-04, PNorm = 141.8807, GNorm = 0.0351, lr_0 = 9.3922e-04
Validation prc-auc = 0.024665
Epoch 1222
Validation prc-auc = 0.024631
Epoch 1223
Validation prc-auc = 0.024876
Epoch 1224
Validation prc-auc = 0.024966
Epoch 1225
Validation prc-auc = 0.025444
Epoch 1226
Loss = 1.9422e-03, PNorm = 141.9171, GNorm = 0.0560, lr_0 = 9.3900e-04
Validation prc-auc = 0.025648
Epoch 1227
Validation prc-auc = 0.025769
Epoch 1228
Validation prc-auc = 0.025922
Epoch 1229
Validation prc-auc = 0.025881
Epoch 1230
Validation prc-auc = 0.025622
Epoch 1231
Loss = 1.4318e-03, PNorm = 141.9576, GNorm = 0.0584, lr_0 = 9.3875e-04
Validation prc-auc = 0.025441
Epoch 1232
Validation prc-auc = 0.025187
Epoch 1233
Validation prc-auc = 0.025777
Epoch 1234
Validation prc-auc = 0.026167
Epoch 1235
Loss = 2.9950e-03, PNorm = 141.9883, GNorm = 0.1906, lr_0 = 9.3853e-04
Loss = 3.9986e-04, PNorm = 141.9913, GNorm = 0.0339, lr_0 = 9.3852e-04
Validation prc-auc = 0.026392
Epoch 1236
Validation prc-auc = 0.026717
Epoch 1237
Validation prc-auc = 0.026590
Epoch 1238
Validation prc-auc = 0.026512
Epoch 1239
Validation prc-auc = 0.026533
Epoch 1240
Loss = 1.8578e-03, PNorm = 142.0283, GNorm = 0.0354, lr_0 = 9.3828e-04
Loss = 2.0934e-02, PNorm = 142.0312, GNorm = 0.6092, lr_0 = 9.3827e-04
Validation prc-auc = 0.026446
Epoch 1241
Validation prc-auc = 0.026334
Epoch 1242
Validation prc-auc = 0.026077
Epoch 1243
Validation prc-auc = 0.026002
Epoch 1244
Validation prc-auc = 0.026552
Epoch 1245
Loss = 7.0688e-02, PNorm = 142.0799, GNorm = 0.8347, lr_0 = 9.3805e-04
Validation prc-auc = 0.027008
Epoch 1246
Validation prc-auc = 0.027939
Epoch 1247
Validation prc-auc = 0.028349
Epoch 1248
Validation prc-auc = 0.028456
Epoch 1249
Loss = 6.2467e-03, PNorm = 142.1347, GNorm = 0.0003, lr_0 = 9.3782e-04
Validation prc-auc = 0.028063
Epoch 1250
Validation prc-auc = 0.027633
Epoch 1251
Validation prc-auc = 0.027282
Epoch 1252
Validation prc-auc = 0.027280
Epoch 1253
Validation prc-auc = 0.027575
Epoch 1254
Loss = 1.1880e-03, PNorm = 142.1791, GNorm = 0.0301, lr_0 = 9.3758e-04
Loss = 4.4786e-04, PNorm = 142.1816, GNorm = 0.0182, lr_0 = 9.3757e-04
Validation prc-auc = 0.027784
Epoch 1255
Validation prc-auc = 0.027880
Epoch 1256
Validation prc-auc = 0.027808
Epoch 1257
Validation prc-auc = 0.027746
Epoch 1258
Validation prc-auc = 0.028568
Epoch 1259
Loss = 4.6973e-03, PNorm = 142.2168, GNorm = 0.1017, lr_0 = 9.3735e-04
Validation prc-auc = 0.028653
Epoch 1260
Validation prc-auc = 0.028377
Epoch 1261
Validation prc-auc = 0.028089
Epoch 1262
Validation prc-auc = 0.026939
Epoch 1263
Validation prc-auc = 0.025722
Epoch 1264
Loss = 5.7205e-04, PNorm = 142.2943, GNorm = 0.0200, lr_0 = 9.3710e-04
Validation prc-auc = 0.024937
Epoch 1265
Validation prc-auc = 0.024672
Epoch 1266
Validation prc-auc = 0.024837
Epoch 1267
Validation prc-auc = 0.024678
Epoch 1268
Loss = 7.2965e-03, PNorm = 142.3607, GNorm = 0.0337, lr_0 = 9.3689e-04
Loss = 9.2803e-02, PNorm = 142.3778, GNorm = 8.7531, lr_0 = 9.3687e-04
Validation prc-auc = 0.023960
Epoch 1269
Validation prc-auc = 0.023406
Epoch 1270
Validation prc-auc = 0.023560
Epoch 1271
Validation prc-auc = 0.024548
Epoch 1272
Validation prc-auc = 0.025363
Epoch 1273
Loss = 4.5519e-02, PNorm = 142.6846, GNorm = 0.1333, lr_0 = 9.3664e-04
Loss = 1.1591e-02, PNorm = 142.7026, GNorm = 0.2700, lr_0 = 9.3662e-04
Validation prc-auc = 0.026070
Epoch 1274
Validation prc-auc = 0.026718
Epoch 1275
Validation prc-auc = 0.027614
Epoch 1276
Validation prc-auc = 0.028827
Epoch 1277
Validation prc-auc = 0.029275
Epoch 1278
Loss = 1.6020e-02, PNorm = 142.8673, GNorm = 0.3307, lr_0 = 9.3641e-04
Validation prc-auc = 0.029122
Epoch 1279
Validation prc-auc = 0.029025
Epoch 1280
Validation prc-auc = 0.027387
Epoch 1281
Validation prc-auc = 0.024490
Epoch 1282
Validation prc-auc = 0.023404
Epoch 1283
Loss = 9.8747e-02, PNorm = 143.0291, GNorm = 3.1614, lr_0 = 9.3616e-04
Validation prc-auc = 0.021414
Epoch 1284
Validation prc-auc = 0.021526
Epoch 1285
Validation prc-auc = 0.021914
Epoch 1286
Validation prc-auc = 0.022801
Epoch 1287
Loss = 3.2090e-03, PNorm = 143.2028, GNorm = 0.1099, lr_0 = 9.3594e-04
Loss = 5.5165e-03, PNorm = 143.2162, GNorm = 0.1753, lr_0 = 9.3592e-04
Validation prc-auc = 0.023242
Epoch 1288
Validation prc-auc = 0.023272
Epoch 1289
Validation prc-auc = 0.022909
Epoch 1290
Validation prc-auc = 0.022490
Epoch 1291
Validation prc-auc = 0.022288
Epoch 1292
Loss = 5.4720e-02, PNorm = 143.3355, GNorm = 0.6685, lr_0 = 9.3571e-04
Validation prc-auc = 0.022268
Epoch 1293
Validation prc-auc = 0.021886
Epoch 1294
Validation prc-auc = 0.021587
Epoch 1295
Validation prc-auc = 0.021554
Epoch 1296
Validation prc-auc = 0.021535
Epoch 1297
Loss = 7.7381e-04, PNorm = 143.4335, GNorm = 0.0370, lr_0 = 9.3546e-04
Validation prc-auc = 0.021496
Epoch 1298
Validation prc-auc = 0.021750
Epoch 1299
Validation prc-auc = 0.021853
Epoch 1300
Validation prc-auc = 0.022102
Epoch 1301
Loss = 2.6792e-02, PNorm = 143.4839, GNorm = 0.0368, lr_0 = 9.3524e-04
Loss = 4.9478e-04, PNorm = 143.4882, GNorm = 0.0224, lr_0 = 9.3523e-04
Validation prc-auc = 0.022298
Epoch 1302
Validation prc-auc = 0.022469
Epoch 1303
Validation prc-auc = 0.022958
Epoch 1304
Validation prc-auc = 0.023113
Epoch 1305
Validation prc-auc = 0.023238
Epoch 1306
Loss = 9.7129e-03, PNorm = 143.5665, GNorm = 0.2112, lr_0 = 9.3499e-04
Loss = 2.0530e-03, PNorm = 143.5723, GNorm = 0.0868, lr_0 = 9.3498e-04
Validation prc-auc = 0.023169
Epoch 1307
Validation prc-auc = 0.023070
Epoch 1308
Validation prc-auc = 0.023126
Epoch 1309
Validation prc-auc = 0.022828
Epoch 1310
Validation prc-auc = 0.023049
Epoch 1311
Loss = 2.9339e-04, PNorm = 143.6492, GNorm = 0.0129, lr_0 = 9.3476e-04
Validation prc-auc = 0.023325
Epoch 1312
Validation prc-auc = 0.023458
Epoch 1313
Validation prc-auc = 0.025141
Epoch 1314
Validation prc-auc = 0.026258
Epoch 1315
Validation prc-auc = 0.024231
Epoch 1316
Loss = 2.1727e-03, PNorm = 143.7064, GNorm = 0.0561, lr_0 = 9.3451e-04
Validation prc-auc = 0.023557
Epoch 1317
Validation prc-auc = 0.022741
Epoch 1318
Validation prc-auc = 0.022713
Epoch 1319
Validation prc-auc = 0.023122
Epoch 1320
Loss = 9.5414e-03, PNorm = 143.7798, GNorm = 0.1746, lr_0 = 9.3430e-04
Loss = 2.3819e-02, PNorm = 143.7899, GNorm = 0.5757, lr_0 = 9.3428e-04
Validation prc-auc = 0.023771
Epoch 1321
Validation prc-auc = 0.023637
Epoch 1322
Validation prc-auc = 0.023580
Epoch 1323
Validation prc-auc = 0.023337
Epoch 1324
Validation prc-auc = 0.022421
Epoch 1325
Loss = 5.5590e-03, PNorm = 143.9196, GNorm = 0.2903, lr_0 = 9.3407e-04
Validation prc-auc = 0.022236
Epoch 1326
Validation prc-auc = 0.022075
Epoch 1327
Validation prc-auc = 0.021892
Epoch 1328
Validation prc-auc = 0.021583
Epoch 1329
Validation prc-auc = 0.021368
Epoch 1330
Loss = 1.6862e-02, PNorm = 144.0157, GNorm = 0.6987, lr_0 = 9.3382e-04
Validation prc-auc = 0.021536
Epoch 1331
Validation prc-auc = 0.021777
Epoch 1332
Validation prc-auc = 0.021672
Epoch 1333
Validation prc-auc = 0.021743
Epoch 1334
Loss = 9.2897e-03, PNorm = 144.0787, GNorm = 0.3752, lr_0 = 9.3360e-04
Loss = 3.0239e-03, PNorm = 144.0835, GNorm = 0.1087, lr_0 = 9.3359e-04
Validation prc-auc = 0.022037
Epoch 1335
Validation prc-auc = 0.022335
Epoch 1336
Validation prc-auc = 0.022695
Epoch 1337
Validation prc-auc = 0.023739
Epoch 1338
Validation prc-auc = 0.024880
Epoch 1339
Loss = 2.3813e-02, PNorm = 144.1362, GNorm = 1.0822, lr_0 = 9.3336e-04
Loss = 1.0857e-04, PNorm = 144.1391, GNorm = 0.0070, lr_0 = 9.3334e-04
Validation prc-auc = 0.025204
Epoch 1340
Validation prc-auc = 0.025630
Epoch 1341
Validation prc-auc = 0.025590
Epoch 1342
Validation prc-auc = 0.025416
Epoch 1343
Validation prc-auc = 0.025393
Epoch 1344
Loss = 4.2039e-03, PNorm = 144.1768, GNorm = 0.3272, lr_0 = 9.3312e-04
Validation prc-auc = 0.025331
Epoch 1345
Validation prc-auc = 0.025225
Epoch 1346
Validation prc-auc = 0.025197
Epoch 1347
Validation prc-auc = 0.025290
Epoch 1348
Validation prc-auc = 0.025340
Epoch 1349
Loss = 1.3011e-04, PNorm = 144.2132, GNorm = 0.0048, lr_0 = 9.3288e-04
Validation prc-auc = 0.025253
Epoch 1350
Validation prc-auc = 0.025454
Epoch 1351
Validation prc-auc = 0.025423
Epoch 1352
Validation prc-auc = 0.025930
Epoch 1353
Loss = 7.4128e-03, PNorm = 144.2446, GNorm = 0.8367, lr_0 = 9.3266e-04
Loss = 1.2497e-05, PNorm = 144.2478, GNorm = 0.0008, lr_0 = 9.3264e-04
Validation prc-auc = 0.026369
Epoch 1354
Validation prc-auc = 0.027485
Epoch 1355
Validation prc-auc = 0.027961
Epoch 1356
Validation prc-auc = 0.028368
Epoch 1357
Validation prc-auc = 0.028624
Epoch 1358
Loss = 1.1749e-03, PNorm = 144.2895, GNorm = 0.0065, lr_0 = 9.3241e-04
Validation prc-auc = 0.028524
Epoch 1359
Validation prc-auc = 0.027971
Epoch 1360
Validation prc-auc = 0.027692
Epoch 1361
Validation prc-auc = 0.027821
Epoch 1362
Validation prc-auc = 0.026987
Epoch 1363
Loss = 1.3417e-04, PNorm = 144.3213, GNorm = 0.0064, lr_0 = 9.3218e-04
Validation prc-auc = 0.026332
Epoch 1364
Validation prc-auc = 0.026329
Epoch 1365
Validation prc-auc = 0.026698
Epoch 1366
Validation prc-auc = 0.026828
Epoch 1367
Loss = 1.2505e-02, PNorm = 144.3602, GNorm = 0.0220, lr_0 = 9.3197e-04
Loss = 1.0426e-04, PNorm = 144.3644, GNorm = 0.0077, lr_0 = 9.3195e-04
Validation prc-auc = 0.027350
Epoch 1368
Validation prc-auc = 0.027035
Epoch 1369
Validation prc-auc = 0.027179
Epoch 1370
Validation prc-auc = 0.026648
Epoch 1371
Validation prc-auc = 0.025857
Epoch 1372
Loss = 1.6142e-03, PNorm = 144.4366, GNorm = 0.1546, lr_0 = 9.3172e-04
Loss = 2.0663e-06, PNorm = 144.4413, GNorm = 0.0002, lr_0 = 9.3170e-04
Validation prc-auc = 0.025258
Epoch 1373
Validation prc-auc = 0.024650
Epoch 1374
Validation prc-auc = 0.024099
Epoch 1375
Validation prc-auc = 0.024870
Epoch 1376
Validation prc-auc = 0.024612
Epoch 1377
Loss = 4.1280e-03, PNorm = 144.5378, GNorm = 0.1062, lr_0 = 9.3149e-04
Validation prc-auc = 0.024307
Epoch 1378
Validation prc-auc = 0.023675
Epoch 1379
Validation prc-auc = 0.023368
Epoch 1380
Validation prc-auc = 0.023112
Epoch 1381
Validation prc-auc = 0.022992
Epoch 1382
Loss = 4.4498e-03, PNorm = 144.6908, GNorm = 0.1108, lr_0 = 9.3124e-04
Validation prc-auc = 0.023293
Epoch 1383
Validation prc-auc = 0.023328
Epoch 1384
Validation prc-auc = 0.023181
Epoch 1385
Validation prc-auc = 0.023337
Epoch 1386
Loss = 5.7586e-02, PNorm = 144.8424, GNorm = 1.1754, lr_0 = 9.3102e-04
Loss = 2.6623e-05, PNorm = 144.8743, GNorm = 0.0015, lr_0 = 9.3101e-04
Validation prc-auc = 0.025174
Epoch 1387
Validation prc-auc = 0.024822
Epoch 1388
Validation prc-auc = 0.021299
Epoch 1389
Validation prc-auc = 0.022157
Epoch 1390
Validation prc-auc = 0.022980
Epoch 1391
Loss = 1.5857e-01, PNorm = 145.4498, GNorm = 1.5223, lr_0 = 9.3078e-04
Validation prc-auc = 0.022282
Epoch 1392
Validation prc-auc = 0.022344
Epoch 1393
Validation prc-auc = 0.022310
Epoch 1394
Validation prc-auc = 0.023942
Epoch 1395
Validation prc-auc = 0.025335
Epoch 1396
Loss = 1.3051e-02, PNorm = 145.9911, GNorm = 0.4524, lr_0 = 9.3055e-04
Validation prc-auc = 0.024765
Epoch 1397
Validation prc-auc = 0.024081
Epoch 1398
Validation prc-auc = 0.024025
Epoch 1399
Validation prc-auc = 0.023004
Epoch 1400
Loss = 3.3913e-02, PNorm = 146.3591, GNorm = 0.8337, lr_0 = 9.3033e-04
Loss = 7.9316e-05, PNorm = 146.3814, GNorm = 0.0065, lr_0 = 9.3032e-04
Validation prc-auc = 0.022182
Epoch 1401
Validation prc-auc = 0.021932
Epoch 1402
Validation prc-auc = 0.022651
Epoch 1403
Validation prc-auc = 0.022109
Epoch 1404
Validation prc-auc = 0.021687
Epoch 1405
Loss = 5.1110e-02, PNorm = 146.6147, GNorm = 2.8997, lr_0 = 9.3008e-04
Loss = 1.2553e-02, PNorm = 146.6314, GNorm = 0.4136, lr_0 = 9.3007e-04
Validation prc-auc = 0.022769
Epoch 1406
Validation prc-auc = 0.023507
Epoch 1407
Validation prc-auc = 0.024172
Epoch 1408
Validation prc-auc = 0.026583
Epoch 1409
Validation prc-auc = 0.027683
Epoch 1410
Loss = 2.2330e-01, PNorm = 146.8953, GNorm = 3.5903, lr_0 = 9.2985e-04
Validation prc-auc = 0.029112
Epoch 1411
Validation prc-auc = 0.027662
Epoch 1412
Validation prc-auc = 0.027606
Epoch 1413
Validation prc-auc = 0.028104
Epoch 1414
Validation prc-auc = 0.029059
Epoch 1415
Loss = 1.2755e-01, PNorm = 147.5192, GNorm = 1.6607, lr_0 = 9.2961e-04
Validation prc-auc = 0.028226
Epoch 1416
Validation prc-auc = 0.028927
Epoch 1417
Validation prc-auc = 0.027274
Epoch 1418
Validation prc-auc = 0.024693
Epoch 1419
Loss = 1.3904e-01, PNorm = 148.0129, GNorm = 3.2048, lr_0 = 9.2939e-04
Loss = 7.5771e-02, PNorm = 148.0527, GNorm = 1.4173, lr_0 = 9.2938e-04
Validation prc-auc = 0.024338
Epoch 1420
Validation prc-auc = 0.027108
Epoch 1421
Validation prc-auc = 0.028847
Epoch 1422
Validation prc-auc = 0.027993
Epoch 1423
Validation prc-auc = 0.027278
Epoch 1424
Loss = 6.8842e-02, PNorm = 148.5579, GNorm = 1.2938, lr_0 = 9.2914e-04
Validation prc-auc = 0.027231
Epoch 1425
Validation prc-auc = 0.029561
Epoch 1426
Validation prc-auc = 0.032520
Epoch 1427
Validation prc-auc = 0.032121
Epoch 1428
Validation prc-auc = 0.031356
Epoch 1429
Loss = 4.2753e-02, PNorm = 148.9305, GNorm = 1.7809, lr_0 = 9.2891e-04
Validation prc-auc = 0.030099
Epoch 1430
Validation prc-auc = 0.027934
Epoch 1431
Validation prc-auc = 0.028729
Epoch 1432
Validation prc-auc = 0.029398
Epoch 1433
Loss = 5.6634e-02, PNorm = 149.1778, GNorm = 0.0039, lr_0 = 9.2868e-04
Validation prc-auc = 0.030272
Epoch 1434
Validation prc-auc = 0.030523
Epoch 1435
Validation prc-auc = 0.030828
Epoch 1436
Validation prc-auc = 0.030497
Epoch 1437
Validation prc-auc = 0.028794
Epoch 1438
Loss = 1.0299e-01, PNorm = 149.3492, GNorm = 6.2626, lr_0 = 9.2845e-04
Loss = 2.9405e-06, PNorm = 149.3617, GNorm = 0.0003, lr_0 = 9.2844e-04
Validation prc-auc = 0.028824
Epoch 1439
Validation prc-auc = 0.027991
Epoch 1440
Validation prc-auc = 0.027244
Epoch 1441
Validation prc-auc = 0.027506
Epoch 1442
Validation prc-auc = 0.026910
Epoch 1443
Loss = 6.2641e-02, PNorm = 149.5313, GNorm = 1.0810, lr_0 = 9.2822e-04
Validation prc-auc = 0.026882
Epoch 1444
Validation prc-auc = 0.028252
Epoch 1445
Validation prc-auc = 0.028118
Epoch 1446
Validation prc-auc = 0.027746
Epoch 1447
Validation prc-auc = 0.027845
Epoch 1448
Loss = 1.1298e-03, PNorm = 149.6987, GNorm = 0.0349, lr_0 = 9.2798e-04
Validation prc-auc = 0.027613
Epoch 1449
Validation prc-auc = 0.027632
Epoch 1450
Validation prc-auc = 0.029379
Epoch 1451
Validation prc-auc = 0.030301
Epoch 1452
Loss = 1.1205e-02, PNorm = 149.8193, GNorm = 0.2549, lr_0 = 9.2776e-04
Loss = 1.4045e-03, PNorm = 149.8323, GNorm = 0.1406, lr_0 = 9.2775e-04
Validation prc-auc = 0.030710
Epoch 1453
Validation prc-auc = 0.031546
Epoch 1454
Validation prc-auc = 0.034712
Epoch 1455
Validation prc-auc = 0.035898
Epoch 1456
Validation prc-auc = 0.036733
Epoch 1457
Loss = 3.1929e-03, PNorm = 149.9795, GNorm = 0.0198, lr_0 = 9.2752e-04
Loss = 8.0032e-04, PNorm = 149.9877, GNorm = 0.0367, lr_0 = 9.2750e-04
Validation prc-auc = 0.037106
Epoch 1458
Validation prc-auc = 0.036386
Epoch 1459
Validation prc-auc = 0.036172
Epoch 1460
Validation prc-auc = 0.036457
Epoch 1461
Validation prc-auc = 0.036328
Epoch 1462
Loss = 6.0089e-03, PNorm = 150.0736, GNorm = 0.1757, lr_0 = 9.2729e-04
Validation prc-auc = 0.035942
Epoch 1463
Validation prc-auc = 0.036671
Epoch 1464
Validation prc-auc = 0.036410
Epoch 1465
Validation prc-auc = 0.034842
Epoch 1466
Loss = 1.8355e-03, PNorm = 150.1633, GNorm = 0.0037, lr_0 = 9.2706e-04
Validation prc-auc = 0.034276
Epoch 1467
Validation prc-auc = 0.033268
Epoch 1468
Validation prc-auc = 0.033471
Epoch 1469
Validation prc-auc = 0.034349
Epoch 1470
Validation prc-auc = 0.033537
Epoch 1471
Loss = 9.5776e-02, PNorm = 150.2593, GNorm = 1.2584, lr_0 = 9.2683e-04
Loss = 7.8647e-04, PNorm = 150.2666, GNorm = 0.0473, lr_0 = 9.2681e-04
Validation prc-auc = 0.032731
Epoch 1472
Validation prc-auc = 0.032348
Epoch 1473
Validation prc-auc = 0.031850
Epoch 1474
Validation prc-auc = 0.031808
Epoch 1475
Validation prc-auc = 0.032062
Epoch 1476
Loss = 9.8604e-03, PNorm = 150.3690, GNorm = 0.2585, lr_0 = 9.2660e-04
Validation prc-auc = 0.032642
Epoch 1477
Validation prc-auc = 0.032047
Epoch 1478
Validation prc-auc = 0.030882
Epoch 1479
Validation prc-auc = 0.030085
Epoch 1480
Validation prc-auc = 0.029341
Epoch 1481
Loss = 9.9435e-02, PNorm = 150.4972, GNorm = 2.6700, lr_0 = 9.2635e-04
Validation prc-auc = 0.028565
Epoch 1482
Validation prc-auc = 0.027968
Epoch 1483
Validation prc-auc = 0.027754
Epoch 1484
Validation prc-auc = 0.027786
Epoch 1485
Loss = 3.0897e-02, PNorm = 150.5883, GNorm = 1.1570, lr_0 = 9.2614e-04
Loss = 2.2848e-06, PNorm = 150.5945, GNorm = 0.0002, lr_0 = 9.2612e-04
Validation prc-auc = 0.027041
Epoch 1486
Validation prc-auc = 0.026904
Epoch 1487
Validation prc-auc = 0.026573
Epoch 1488
Validation prc-auc = 0.026091
Epoch 1489
Validation prc-auc = 0.026282
Epoch 1490
Loss = 1.0138e-02, PNorm = 150.6894, GNorm = 0.3058, lr_0 = 9.2589e-04
Loss = 6.8519e-04, PNorm = 150.6997, GNorm = 0.0616, lr_0 = 9.2587e-04
Validation prc-auc = 0.026460
Epoch 1491
Validation prc-auc = 0.026254
Epoch 1492
Validation prc-auc = 0.025818
Epoch 1493
Validation prc-auc = 0.024473
Epoch 1494
Validation prc-auc = 0.023939
Epoch 1495
Loss = 5.2599e-03, PNorm = 150.8375, GNorm = 0.1170, lr_0 = 9.2566e-04
Validation prc-auc = 0.023081
Epoch 1496
Validation prc-auc = 0.022589
Epoch 1497
Validation prc-auc = 0.021974
Epoch 1498
Validation prc-auc = 0.021315
Epoch 1499
Loss = 4.9693e-01, PNorm = 150.9713, GNorm = 16.4943, lr_0 = 9.2543e-04
Validation prc-auc = 0.020707
Epoch 1500
Validation prc-auc = 0.022253
Epoch 1501
Validation prc-auc = 0.023110
Epoch 1502
Validation prc-auc = 0.023612
Epoch 1503
Validation prc-auc = 0.021976
Epoch 1504
Loss = 5.9332e-02, PNorm = 151.2781, GNorm = 1.7736, lr_0 = 9.2520e-04
Loss = 7.1244e-03, PNorm = 151.3019, GNorm = 0.2403, lr_0 = 9.2518e-04
Validation prc-auc = 0.021297
Epoch 1505
Validation prc-auc = 0.021309
Epoch 1506
Validation prc-auc = 0.021632
Epoch 1507
Validation prc-auc = 0.021810
Epoch 1508
Validation prc-auc = 0.021967
Epoch 1509
Loss = 2.9147e-03, PNorm = 151.5591, GNorm = 0.0809, lr_0 = 9.2497e-04
Validation prc-auc = 0.022245
Epoch 1510
Validation prc-auc = 0.022620
Epoch 1511
Validation prc-auc = 0.022760
Epoch 1512
Validation prc-auc = 0.023337
Epoch 1513
Validation prc-auc = 0.023261
Epoch 1514
Loss = 3.0754e-02, PNorm = 151.7334, GNorm = 2.3407, lr_0 = 9.2472e-04
Validation prc-auc = 0.022582
Epoch 1515
Validation prc-auc = 0.022646
Epoch 1516
Validation prc-auc = 0.021691
Epoch 1517
Validation prc-auc = 0.021049
Epoch 1518
Loss = 3.0870e-02, PNorm = 151.8194, GNorm = 0.7380, lr_0 = 9.2451e-04
Loss = 7.4665e-04, PNorm = 151.8263, GNorm = 0.1259, lr_0 = 9.2449e-04
Validation prc-auc = 0.020966
Epoch 1519
Validation prc-auc = 0.022088
Epoch 1520
Validation prc-auc = 0.024230
Epoch 1521
Validation prc-auc = 0.026292
Epoch 1522
Validation prc-auc = 0.027273
Epoch 1523
Loss = 6.1530e-03, PNorm = 151.9378, GNorm = 0.2661, lr_0 = 9.2427e-04
Loss = 1.5826e-03, PNorm = 151.9453, GNorm = 0.0745, lr_0 = 9.2425e-04
Validation prc-auc = 0.027820
Epoch 1524
Validation prc-auc = 0.028298
Epoch 1525
Validation prc-auc = 0.028225
Epoch 1526
Validation prc-auc = 0.027243
Epoch 1527
Validation prc-auc = 0.026181
Epoch 1528
Loss = 4.4074e-03, PNorm = 152.0123, GNorm = 0.1665, lr_0 = 9.2404e-04
Validation prc-auc = 0.025414
Epoch 1529
Validation prc-auc = 0.025848
Epoch 1530
Validation prc-auc = 0.026490
Epoch 1531
Validation prc-auc = 0.027002
Epoch 1532
Validation prc-auc = 0.027316
Epoch 1533
Loss = 1.4518e-02, PNorm = 152.1014, GNorm = 0.2830, lr_0 = 9.2379e-04
Validation prc-auc = 0.027474
Epoch 1534
Validation prc-auc = 0.027745
Epoch 1535
Validation prc-auc = 0.027729
Epoch 1536
Validation prc-auc = 0.027671
Epoch 1537
Loss = 1.4737e-02, PNorm = 152.1664, GNorm = 0.0477, lr_0 = 9.2358e-04
Loss = 8.6695e-04, PNorm = 152.1709, GNorm = 0.0406, lr_0 = 9.2356e-04
Validation prc-auc = 0.027799
Epoch 1538
Validation prc-auc = 0.027600
Epoch 1539
Validation prc-auc = 0.027716
Epoch 1540
Validation prc-auc = 0.027733
Epoch 1541
Validation prc-auc = 0.027783
Epoch 1542
Loss = 3.8649e-03, PNorm = 152.2146, GNorm = 0.1151, lr_0 = 9.2335e-04
Validation prc-auc = 0.027886
Epoch 1543
Validation prc-auc = 0.028080
Epoch 1544
Validation prc-auc = 0.028871
Epoch 1545
Validation prc-auc = 0.030020
Epoch 1546
Validation prc-auc = 0.029998
Epoch 1547
Loss = 1.7168e-02, PNorm = 152.2864, GNorm = 0.6691, lr_0 = 9.2310e-04
Validation prc-auc = 0.029198
Epoch 1548
Validation prc-auc = 0.027948
Epoch 1549
Validation prc-auc = 0.027766
Epoch 1550
Validation prc-auc = 0.028041
Epoch 1551
Loss = 1.4827e-02, PNorm = 152.4484, GNorm = 0.9504, lr_0 = 9.2289e-04
Loss = 1.7479e-03, PNorm = 152.4584, GNorm = 0.0789, lr_0 = 9.2287e-04
Validation prc-auc = 0.027896
Epoch 1552
Validation prc-auc = 0.028093
Epoch 1553
Validation prc-auc = 0.028241
Epoch 1554
Validation prc-auc = 0.029151
Epoch 1555
Validation prc-auc = 0.029526
Epoch 1556
Loss = 1.0336e-02, PNorm = 152.6066, GNorm = 0.5514, lr_0 = 9.2264e-04
Loss = 5.9684e-04, PNorm = 152.6224, GNorm = 0.0327, lr_0 = 9.2263e-04
Validation prc-auc = 0.029046
Epoch 1557
Validation prc-auc = 0.028894
Epoch 1558
Validation prc-auc = 0.027984
Epoch 1559
Validation prc-auc = 0.027288
Epoch 1560
Validation prc-auc = 0.027099
Epoch 1561
Loss = 4.8246e-02, PNorm = 152.8277, GNorm = 0.8243, lr_0 = 9.2242e-04
Validation prc-auc = 0.027443
Epoch 1562
Validation prc-auc = 0.025824
Epoch 1563
Validation prc-auc = 0.025505
Epoch 1564
Validation prc-auc = 0.024850
Epoch 1565
Validation prc-auc = 0.024955
Epoch 1566
Loss = 5.6716e-02, PNorm = 153.0891, GNorm = 0.6901, lr_0 = 9.2217e-04
Validation prc-auc = 0.025087
Epoch 1567
Validation prc-auc = 0.026060
Epoch 1568
Validation prc-auc = 0.027680
Epoch 1569
Validation prc-auc = 0.028530
Epoch 1570
Loss = 8.6752e-02, PNorm = 153.2859, GNorm = 0.6622, lr_0 = 9.2196e-04
Loss = 9.5566e-04, PNorm = 153.3059, GNorm = 0.0632, lr_0 = 9.2194e-04
Validation prc-auc = 0.029059
Epoch 1571
Validation prc-auc = 0.027999
Epoch 1572
Validation prc-auc = 0.027511
Epoch 1573
Validation prc-auc = 0.026479
Epoch 1574
Validation prc-auc = 0.025644
Epoch 1575
Loss = 1.9236e-02, PNorm = 153.5439, GNorm = 0.5454, lr_0 = 9.2173e-04
Validation prc-auc = 0.025165
Epoch 1576
Validation prc-auc = 0.024295
Epoch 1577
Validation prc-auc = 0.023786
Epoch 1578
Validation prc-auc = 0.023432
Epoch 1579
Validation prc-auc = 0.023375
Epoch 1580
Loss = 5.1787e-02, PNorm = 153.8068, GNorm = 1.5698, lr_0 = 9.2148e-04
Validation prc-auc = 0.023312
Epoch 1581
Validation prc-auc = 0.023439
Epoch 1582
Validation prc-auc = 0.024186
Epoch 1583
Validation prc-auc = 0.026832
Epoch 1584
Loss = 3.5805e-03, PNorm = 153.9925, GNorm = 0.0812, lr_0 = 9.2127e-04
Loss = 9.1599e-03, PNorm = 154.0074, GNorm = 0.5888, lr_0 = 9.2125e-04
Validation prc-auc = 0.028302
Epoch 1585
Validation prc-auc = 0.028770
Epoch 1586
Validation prc-auc = 0.029767
Epoch 1587
Validation prc-auc = 0.029930
Epoch 1588
Validation prc-auc = 0.029571
Epoch 1589
Loss = 2.7296e-02, PNorm = 154.1842, GNorm = 0.6141, lr_0 = 9.2103e-04
Loss = 1.2501e-02, PNorm = 154.1960, GNorm = 0.6255, lr_0 = 9.2101e-04
Validation prc-auc = 0.029680
Epoch 1590
Validation prc-auc = 0.029381
Epoch 1591
Validation prc-auc = 0.029313
Epoch 1592
Validation prc-auc = 0.029230
Epoch 1593
Validation prc-auc = 0.029042
Epoch 1594
Loss = 8.4770e-04, PNorm = 154.3339, GNorm = 0.0366, lr_0 = 9.2080e-04
Validation prc-auc = 0.029071
Epoch 1595
Validation prc-auc = 0.029240
Epoch 1596
Validation prc-auc = 0.029596
Epoch 1597
Validation prc-auc = 0.029169
Epoch 1598
Validation prc-auc = 0.028314
Epoch 1599
Loss = 1.2333e-02, PNorm = 154.5053, GNorm = 0.3701, lr_0 = 9.2055e-04
Validation prc-auc = 0.027117
Epoch 1600
Validation prc-auc = 0.027052
Epoch 1601
Validation prc-auc = 0.027136
Epoch 1602
Validation prc-auc = 0.027203
Epoch 1603
Loss = 4.4778e-02, PNorm = 154.6588, GNorm = 1.8691, lr_0 = 9.2034e-04
Loss = 3.9029e-03, PNorm = 154.6734, GNorm = 0.1629, lr_0 = 9.2032e-04
Validation prc-auc = 0.026729
Epoch 1604
Validation prc-auc = 0.026507
Epoch 1605
Validation prc-auc = 0.026132
Epoch 1606
Validation prc-auc = 0.026837
Epoch 1607
Validation prc-auc = 0.027944
Epoch 1608
Loss = 3.1206e-02, PNorm = 154.8501, GNorm = 0.2280, lr_0 = 9.2010e-04
Validation prc-auc = 0.028784
Epoch 1609
Validation prc-auc = 0.029949
Epoch 1610
Validation prc-auc = 0.031143
Epoch 1611
Validation prc-auc = 0.030026
Epoch 1612
Validation prc-auc = 0.030624
Epoch 1613
Loss = 1.4487e-03, PNorm = 154.9764, GNorm = 0.0642, lr_0 = 9.1987e-04
Validation prc-auc = 0.029721
Epoch 1614
Validation prc-auc = 0.029212
Epoch 1615
Validation prc-auc = 0.029433
Epoch 1616
Validation prc-auc = 0.029059
Epoch 1617
Loss = 7.1716e-03, PNorm = 155.0960, GNorm = 0.1002, lr_0 = 9.1966e-04
Loss = 1.3169e-02, PNorm = 155.1067, GNorm = 0.4528, lr_0 = 9.1964e-04
Validation prc-auc = 0.028742
Epoch 1618
Validation prc-auc = 0.030080
Epoch 1619
Validation prc-auc = 0.031442
Epoch 1620
Validation prc-auc = 0.032107
Epoch 1621
Validation prc-auc = 0.032543
Epoch 1622
Loss = 8.8924e-03, PNorm = 155.2430, GNorm = 0.3362, lr_0 = 9.1941e-04
Loss = 9.4163e-03, PNorm = 155.2519, GNorm = 0.3869, lr_0 = 9.1939e-04
Validation prc-auc = 0.032424
Epoch 1623
Validation prc-auc = 0.032339
Epoch 1624
Validation prc-auc = 0.032370
Epoch 1625
Validation prc-auc = 0.032282
Epoch 1626
Validation prc-auc = 0.031960
Epoch 1627
Loss = 8.5132e-04, PNorm = 155.3341, GNorm = 0.0328, lr_0 = 9.1918e-04
Validation prc-auc = 0.031871
Epoch 1628
Validation prc-auc = 0.031831
Epoch 1629
Validation prc-auc = 0.031644
Epoch 1630
Validation prc-auc = 0.031141
Epoch 1631
Validation prc-auc = 0.030835
Epoch 1632
Loss = 6.0259e-04, PNorm = 155.4074, GNorm = 0.0217, lr_0 = 9.1894e-04
Validation prc-auc = 0.029253
Epoch 1633
Validation prc-auc = 0.029357
Epoch 1634
Validation prc-auc = 0.030924
Epoch 1635
Validation prc-auc = 0.032133
Epoch 1636
Loss = 6.4780e-03, PNorm = 155.5482, GNorm = 0.2253, lr_0 = 9.1873e-04
Loss = 9.8545e-06, PNorm = 155.5592, GNorm = 0.0007, lr_0 = 9.1871e-04
Validation prc-auc = 0.032016
Epoch 1637
Validation prc-auc = 0.031564
Epoch 1638
Validation prc-auc = 0.031025
Epoch 1639
Validation prc-auc = 0.031397
Epoch 1640
Validation prc-auc = 0.031475
Epoch 1641
Loss = 4.2638e-03, PNorm = 155.6940, GNorm = 0.1555, lr_0 = 9.1848e-04
Validation prc-auc = 0.031618
Epoch 1642
Validation prc-auc = 0.031325
Epoch 1643
Validation prc-auc = 0.031168
Epoch 1644
Validation prc-auc = 0.030928
Epoch 1645
Validation prc-auc = 0.030761
Epoch 1646
Loss = 7.2253e-03, PNorm = 155.8003, GNorm = 0.2797, lr_0 = 9.1825e-04
Validation prc-auc = 0.030685
Epoch 1647
Validation prc-auc = 0.030334
Epoch 1648
Validation prc-auc = 0.029994
Epoch 1649
Validation prc-auc = 0.029879
Epoch 1650
Loss = 2.3596e-03, PNorm = 155.8576, GNorm = 0.0440, lr_0 = 9.1804e-04
Loss = 5.3271e-04, PNorm = 155.8612, GNorm = 0.0327, lr_0 = 9.1803e-04
Validation prc-auc = 0.029688
Epoch 1651
Validation prc-auc = 0.029528
Epoch 1652
Validation prc-auc = 0.029898
Epoch 1653
Validation prc-auc = 0.030304
Epoch 1654
Validation prc-auc = 0.030292
Epoch 1655
Loss = 2.4017e-03, PNorm = 155.8980, GNorm = 0.0212, lr_0 = 9.1780e-04
Loss = 2.5649e-02, PNorm = 155.9029, GNorm = 3.0752, lr_0 = 9.1778e-04
Validation prc-auc = 0.030613
Epoch 1656
Validation prc-auc = 0.031467
Epoch 1657
Validation prc-auc = 0.031252
Epoch 1658
Validation prc-auc = 0.031293
Epoch 1659
Validation prc-auc = 0.030937
Epoch 1660
Loss = 8.0301e-02, PNorm = 155.9983, GNorm = 1.4735, lr_0 = 9.1757e-04
Validation prc-auc = 0.030642
Epoch 1661
Validation prc-auc = 0.029888
Epoch 1662
Validation prc-auc = 0.029632
Epoch 1663
Validation prc-auc = 0.028947
Epoch 1664
Validation prc-auc = 0.028454
Epoch 1665
Loss = 3.3528e-04, PNorm = 156.0912, GNorm = 0.0233, lr_0 = 9.1733e-04
Validation prc-auc = 0.028144
Epoch 1666
Validation prc-auc = 0.027912
Epoch 1667
Validation prc-auc = 0.027726
Epoch 1668
Validation prc-auc = 0.027643
Epoch 1669
Loss = 3.0171e-04, PNorm = 156.1289, GNorm = 0.0054, lr_0 = 9.1712e-04
Loss = 7.4305e-06, PNorm = 156.1306, GNorm = 0.0008, lr_0 = 9.1710e-04
Validation prc-auc = 0.027594
Epoch 1670
Validation prc-auc = 0.027223
Epoch 1671
Validation prc-auc = 0.027241
Epoch 1672
Validation prc-auc = 0.028064
Epoch 1673
Validation prc-auc = 0.029008
Epoch 1674
Loss = 2.9540e-02, PNorm = 156.1656, GNorm = 0.0151, lr_0 = 9.1687e-04
Validation prc-auc = 0.029609
Epoch 1675
Validation prc-auc = 0.031261
Epoch 1676
Validation prc-auc = 0.031432
Epoch 1677
Validation prc-auc = 0.061142
Epoch 1678
Validation prc-auc = 0.061378
Epoch 1679
Loss = 1.2096e-03, PNorm = 156.2388, GNorm = 0.0701, lr_0 = 9.1664e-04
Validation prc-auc = 0.061797
Epoch 1680
Validation prc-auc = 0.032542
Epoch 1681
Validation prc-auc = 0.032522
Epoch 1682
Validation prc-auc = 0.031398
Epoch 1683
Loss = 1.1216e-02, PNorm = 156.3118, GNorm = 0.0022, lr_0 = 9.1642e-04
Validation prc-auc = 0.030310
Epoch 1684
Validation prc-auc = 0.029913
Epoch 1685
Validation prc-auc = 0.029599
Epoch 1686
Validation prc-auc = 0.029526
Epoch 1687
Validation prc-auc = 0.029280
Epoch 1688
Loss = 5.9185e-02, PNorm = 156.3969, GNorm = 2.0240, lr_0 = 9.1619e-04
Loss = 7.9076e-04, PNorm = 156.4005, GNorm = 0.0464, lr_0 = 9.1617e-04
Validation prc-auc = 0.028840
Epoch 1689
Validation prc-auc = 0.028418
Epoch 1690
Validation prc-auc = 0.028276
Epoch 1691
Validation prc-auc = 0.028177
Epoch 1692
Validation prc-auc = 0.028047
Epoch 1693
Loss = 3.8548e-03, PNorm = 156.4633, GNorm = 0.2092, lr_0 = 9.1596e-04
Validation prc-auc = 0.027821
Epoch 1694
Validation prc-auc = 0.027537
Epoch 1695
Validation prc-auc = 0.027512
Epoch 1696
Validation prc-auc = 0.027664
Epoch 1697
Validation prc-auc = 0.027975
Epoch 1698
Loss = 4.4524e-04, PNorm = 156.5240, GNorm = 0.0212, lr_0 = 9.1572e-04
Validation prc-auc = 0.028073
Epoch 1699
Validation prc-auc = 0.027993
Epoch 1700
Validation prc-auc = 0.028079
Epoch 1701
Validation prc-auc = 0.028245
Epoch 1702
Loss = 8.6470e-04, PNorm = 156.5710, GNorm = 0.0173, lr_0 = 9.1551e-04
Loss = 7.6916e-04, PNorm = 156.5740, GNorm = 0.0377, lr_0 = 9.1549e-04
Validation prc-auc = 0.028417
Epoch 1703
Validation prc-auc = 0.028493
Epoch 1704
Validation prc-auc = 0.028604
Epoch 1705
Validation prc-auc = 0.028699
Epoch 1706
Validation prc-auc = 0.028766
Epoch 1707
Loss = 4.4902e-04, PNorm = 156.6037, GNorm = 0.0385, lr_0 = 9.1526e-04
Loss = 3.7948e-06, PNorm = 156.6050, GNorm = 0.0004, lr_0 = 9.1525e-04
Validation prc-auc = 0.028777
Epoch 1708
Validation prc-auc = 0.028840
Epoch 1709
Validation prc-auc = 0.028745
Epoch 1710
Validation prc-auc = 0.028685
Epoch 1711
Validation prc-auc = 0.028819
Epoch 1712
Loss = 2.2675e-04, PNorm = 156.6177, GNorm = 0.0178, lr_0 = 9.1504e-04
Validation prc-auc = 0.028901
Epoch 1713
Validation prc-auc = 0.028909
Epoch 1714
Validation prc-auc = 0.028891
Epoch 1715
Validation prc-auc = 0.028927
Epoch 1716
Loss = 3.0202e-04, PNorm = 156.6280, GNorm = 0.0049, lr_0 = 9.1481e-04
Validation prc-auc = 0.028789
Epoch 1717
Validation prc-auc = 0.028811
Epoch 1718
Validation prc-auc = 0.028722
Epoch 1719
Validation prc-auc = 0.028969
Epoch 1720
Validation prc-auc = 0.028966
Epoch 1721
Loss = 1.7064e-04, PNorm = 156.6479, GNorm = 0.0115, lr_0 = 9.1458e-04
Loss = 3.0398e-06, PNorm = 156.6494, GNorm = 0.0003, lr_0 = 9.1457e-04
Validation prc-auc = 0.029011
Epoch 1722
Validation prc-auc = 0.029083
Epoch 1723
Validation prc-auc = 0.029290
Epoch 1724
Validation prc-auc = 0.029210
Epoch 1725
Validation prc-auc = 0.029251
Epoch 1726
Loss = 1.9040e-01, PNorm = 156.6718, GNorm = 2.2443, lr_0 = 9.1436e-04
Validation prc-auc = 0.028619
Epoch 1727
Validation prc-auc = 0.028298
Epoch 1728
Validation prc-auc = 0.028603
Epoch 1729
Validation prc-auc = 0.029096
Epoch 1730
Validation prc-auc = 0.030145
Epoch 1731
Loss = 1.3968e-04, PNorm = 156.7491, GNorm = 0.0057, lr_0 = 9.1411e-04
Validation prc-auc = 0.031153
Epoch 1732
Validation prc-auc = 0.031495
Epoch 1733
Validation prc-auc = 0.031447
Epoch 1734
Validation prc-auc = 0.031691
Epoch 1735
Loss = 2.4230e-03, PNorm = 156.8390, GNorm = 0.1997, lr_0 = 9.1390e-04
Loss = 5.8213e-06, PNorm = 156.8439, GNorm = 0.0006, lr_0 = 9.1389e-04
Validation prc-auc = 0.031758
Epoch 1736
Validation prc-auc = 0.032305
Epoch 1737
Validation prc-auc = 0.031837
Epoch 1738
Validation prc-auc = 0.031842
Epoch 1739
Validation prc-auc = 0.031629
Epoch 1740
Loss = 6.7029e-03, PNorm = 156.8896, GNorm = 0.2055, lr_0 = 9.1366e-04
Loss = 3.3367e-04, PNorm = 156.8928, GNorm = 0.0221, lr_0 = 9.1364e-04
Validation prc-auc = 0.031546
Epoch 1741
Validation prc-auc = 0.031536
Epoch 1742
Validation prc-auc = 0.031457
Epoch 1743
Validation prc-auc = 0.031541
Epoch 1744
Validation prc-auc = 0.031464
Epoch 1745
Loss = 1.2340e-03, PNorm = 156.9272, GNorm = 0.0322, lr_0 = 9.1343e-04
Validation prc-auc = 0.031747
Epoch 1746
Validation prc-auc = 0.031534
Epoch 1747
Validation prc-auc = 0.031686
Epoch 1748
Validation prc-auc = 0.031739
Epoch 1749
Loss = 1.1479e-03, PNorm = 156.9611, GNorm = 0.0045, lr_0 = 9.1320e-04
Validation prc-auc = 0.031712
Epoch 1750
Validation prc-auc = 0.031867
Epoch 1751
Validation prc-auc = 0.031889
Epoch 1752
Validation prc-auc = 0.031883
Epoch 1753
Validation prc-auc = 0.032072
Epoch 1754
Loss = 1.0162e-03, PNorm = 156.9869, GNorm = 0.1304, lr_0 = 9.1298e-04
Loss = 3.1092e-05, PNorm = 156.9886, GNorm = 0.0020, lr_0 = 9.1296e-04
Validation prc-auc = 0.031917
Epoch 1755
Validation prc-auc = 0.032014
Epoch 1756
Validation prc-auc = 0.031877
Epoch 1757
Validation prc-auc = 0.031829
Epoch 1758
Validation prc-auc = 0.031166
Epoch 1759
Loss = 3.7161e-04, PNorm = 157.0080, GNorm = 0.0360, lr_0 = 9.1275e-04
Validation prc-auc = 0.030983
Epoch 1760
Validation prc-auc = 0.031900
Epoch 1761
Validation prc-auc = 0.034052
Epoch 1762
Validation prc-auc = 0.034206
Epoch 1763
Validation prc-auc = 0.033482
Epoch 1764
Loss = 3.8183e-02, PNorm = 157.1773, GNorm = 0.6877, lr_0 = 9.1251e-04
Validation prc-auc = 0.032910
Epoch 1765
Validation prc-auc = 0.032832
Epoch 1766
Validation prc-auc = 0.031964
Epoch 1767
Validation prc-auc = 0.030779
Epoch 1768
Loss = 1.8988e-02, PNorm = 157.3294, GNorm = 0.2241, lr_0 = 9.1230e-04
Loss = 5.1557e-02, PNorm = 157.3411, GNorm = 0.8529, lr_0 = 9.1228e-04
Validation prc-auc = 0.030793
Epoch 1769
Validation prc-auc = 0.031087
Epoch 1770
Validation prc-auc = 0.031179
Epoch 1771
Validation prc-auc = 0.031073
Epoch 1772
Validation prc-auc = 0.030544
Epoch 1773
Loss = 5.3688e-03, PNorm = 157.4788, GNorm = 0.0337, lr_0 = 9.1206e-04
Loss = 2.0530e-04, PNorm = 157.4853, GNorm = 0.0125, lr_0 = 9.1204e-04
Validation prc-auc = 0.030908
Epoch 1774
Validation prc-auc = 0.031500
Epoch 1775
Validation prc-auc = 0.031409
Epoch 1776
Validation prc-auc = 0.031954
Epoch 1777
Validation prc-auc = 0.032796
Epoch 1778
Loss = 3.6271e-04, PNorm = 157.5702, GNorm = 0.0215, lr_0 = 9.1183e-04
Validation prc-auc = 0.033717
Epoch 1779
Validation prc-auc = 0.033350
Epoch 1780
Validation prc-auc = 0.032970
Epoch 1781
Validation prc-auc = 0.032793
Epoch 1782
Validation prc-auc = 0.033039
Epoch 1783
Loss = 1.2355e-02, PNorm = 157.6380, GNorm = 0.3534, lr_0 = 9.1159e-04
Validation prc-auc = 0.033065
Epoch 1784
Validation prc-auc = 0.033198
Epoch 1785
Validation prc-auc = 0.034174
Epoch 1786
Validation prc-auc = 0.032165
Epoch 1787
Loss = 5.1081e-02, PNorm = 157.7926, GNorm = 1.6765, lr_0 = 9.1138e-04
Loss = 5.3199e-05, PNorm = 157.8165, GNorm = 0.0034, lr_0 = 9.1136e-04
Validation prc-auc = 0.031318
Epoch 1788
Validation prc-auc = 0.029844
Epoch 1789
Validation prc-auc = 0.028726
Epoch 1790
Validation prc-auc = 0.028797
Epoch 1791
Validation prc-auc = 0.029425
Epoch 1792
Loss = 1.4994e-03, PNorm = 158.0487, GNorm = 0.0504, lr_0 = 9.1115e-04
Validation prc-auc = 0.028926
Epoch 1793
Validation prc-auc = 0.028302
Epoch 1794
Validation prc-auc = 0.027438
Epoch 1795
Validation prc-auc = 0.027722
Epoch 1796
Validation prc-auc = 0.027839
Epoch 1797
Loss = 2.4484e-02, PNorm = 158.3373, GNorm = 0.4872, lr_0 = 9.1091e-04
Validation prc-auc = 0.027845
Epoch 1798
Validation prc-auc = 0.028458
Epoch 1799
Validation prc-auc = 0.027883
Epoch 1800
Validation prc-auc = 0.027667
Epoch 1801
Loss = 1.1141e-02, PNorm = 158.4911, GNorm = 0.9364, lr_0 = 9.1070e-04
Loss = 2.1417e-05, PNorm = 158.4994, GNorm = 0.0016, lr_0 = 9.1068e-04
Validation prc-auc = 0.027691
Epoch 1802
Validation prc-auc = 0.028061
Epoch 1803
Validation prc-auc = 0.028400
Epoch 1804
Validation prc-auc = 0.028475
Epoch 1805
Validation prc-auc = 0.028318
Epoch 1806
Loss = 1.1905e-03, PNorm = 158.5806, GNorm = 0.0746, lr_0 = 9.1046e-04
Loss = 1.3272e-05, PNorm = 158.5848, GNorm = 0.0009, lr_0 = 9.1044e-04
Validation prc-auc = 0.028844
Epoch 1807
Validation prc-auc = 0.028790
Epoch 1808
Validation prc-auc = 0.028706
Epoch 1809
Validation prc-auc = 0.028554
Epoch 1810
Validation prc-auc = 0.028732
Epoch 1811
Loss = 1.6872e-02, PNorm = 158.6260, GNorm = 0.5335, lr_0 = 9.1023e-04
Validation prc-auc = 0.028863
Epoch 1812
Validation prc-auc = 0.029495
Epoch 1813
Validation prc-auc = 0.029526
Epoch 1814
Validation prc-auc = 0.028947
Epoch 1815
Validation prc-auc = 0.029356
Epoch 1816
Loss = 1.1561e-03, PNorm = 158.7407, GNorm = 0.0605, lr_0 = 9.0999e-04
Validation prc-auc = 0.029745
Epoch 1817
Validation prc-auc = 0.029744
Epoch 1818
Validation prc-auc = 0.029296
Epoch 1819
Validation prc-auc = 0.028754
Epoch 1820
Loss = 1.1677e-03, PNorm = 158.8788, GNorm = 0.0547, lr_0 = 9.0978e-04
Loss = 2.0039e-03, PNorm = 158.8875, GNorm = 0.0928, lr_0 = 9.0976e-04
Validation prc-auc = 0.028729
Epoch 1821
Validation prc-auc = 0.028820
Epoch 1822
Validation prc-auc = 0.028277
Epoch 1823
Validation prc-auc = 0.028009
Epoch 1824
Validation prc-auc = 0.028074
Epoch 1825
Loss = 2.5948e-03, PNorm = 158.9972, GNorm = 0.1172, lr_0 = 9.0955e-04
Validation prc-auc = 0.027726
Epoch 1826
Validation prc-auc = 0.027768
Epoch 1827
Validation prc-auc = 0.027688
Epoch 1828
Validation prc-auc = 0.027761
Epoch 1829
Validation prc-auc = 0.027288
Epoch 1830
Loss = 3.3732e-02, PNorm = 159.0911, GNorm = 3.0143, lr_0 = 9.0931e-04
Validation prc-auc = 0.027121
Epoch 1831
Validation prc-auc = 0.027004
Epoch 1832
Validation prc-auc = 0.027070
Epoch 1833
Validation prc-auc = 0.026491
Epoch 1834
Loss = 1.6495e-03, PNorm = 159.2330, GNorm = 0.0418, lr_0 = 9.0910e-04
Loss = 4.8080e-06, PNorm = 159.2425, GNorm = 0.0003, lr_0 = 9.0909e-04
Validation prc-auc = 0.026024
Epoch 1835
Validation prc-auc = 0.026251
Epoch 1836
Validation prc-auc = 0.026246
Epoch 1837
Validation prc-auc = 0.026284
Epoch 1838
Validation prc-auc = 0.026271
Epoch 1839
Loss = 5.6473e-02, PNorm = 159.3408, GNorm = 0.0809, lr_0 = 9.0886e-04
Loss = 1.4327e-04, PNorm = 159.3455, GNorm = 0.0077, lr_0 = 9.0884e-04
Validation prc-auc = 0.026004
Epoch 1840
Validation prc-auc = 0.025929
Epoch 1841
Validation prc-auc = 0.026047
Epoch 1842
Validation prc-auc = 0.026612
Epoch 1843
Validation prc-auc = 0.026302
Epoch 1844
Loss = 4.6287e-03, PNorm = 159.4231, GNorm = 0.1625, lr_0 = 9.0863e-04
Validation prc-auc = 0.026308
Epoch 1845
Validation prc-auc = 0.026321
Epoch 1846
Validation prc-auc = 0.026758
Epoch 1847
Validation prc-auc = 0.027610
Epoch 1848
Validation prc-auc = 0.028869
Epoch 1849
Loss = 9.0720e-03, PNorm = 159.5315, GNorm = 0.2411, lr_0 = 9.0839e-04
Validation prc-auc = 0.030075
Epoch 1850
Validation prc-auc = 0.029803
Epoch 1851
Validation prc-auc = 0.028040
Epoch 1852
Validation prc-auc = 0.026681
Epoch 1853
Loss = 3.2243e-02, PNorm = 159.7464, GNorm = 0.6879, lr_0 = 9.0818e-04
Loss = 3.4549e-05, PNorm = 159.7614, GNorm = 0.0042, lr_0 = 9.0817e-04
Validation prc-auc = 0.026162
Epoch 1854
Validation prc-auc = 0.025910
Epoch 1855
Validation prc-auc = 0.025875
Epoch 1856
Validation prc-auc = 0.026420
Epoch 1857
Validation prc-auc = 0.027006
Epoch 1858
Loss = 1.5693e-03, PNorm = 159.9573, GNorm = 0.1065, lr_0 = 9.0794e-04
Validation prc-auc = 0.027547
Epoch 1859
Validation prc-auc = 0.027487
Epoch 1860
Validation prc-auc = 0.027852
Epoch 1861
Validation prc-auc = 0.028023
Epoch 1862
Validation prc-auc = 0.028021
Epoch 1863
Loss = 7.1049e-05, PNorm = 160.0815, GNorm = 0.0060, lr_0 = 9.0772e-04
Validation prc-auc = 0.027943
Epoch 1864
Validation prc-auc = 0.027994
Epoch 1865
Validation prc-auc = 0.027881
Epoch 1866
Validation prc-auc = 0.027956
Epoch 1867
Loss = 4.2766e-04, PNorm = 160.1486, GNorm = 0.0154, lr_0 = 9.0751e-04
Loss = 3.4190e-05, PNorm = 160.1523, GNorm = 0.0024, lr_0 = 9.0749e-04
Validation prc-auc = 0.027913
Epoch 1868
Validation prc-auc = 0.027749
Epoch 1869
Validation prc-auc = 0.027840
Epoch 1870
Validation prc-auc = 0.027555
Epoch 1871
Validation prc-auc = 0.027321
Epoch 1872
Loss = 1.8310e-05, PNorm = 160.1911, GNorm = 0.0006, lr_0 = 9.0727e-04
Loss = 6.3578e-07, PNorm = 160.1929, GNorm = 0.0001, lr_0 = 9.0725e-04
Validation prc-auc = 0.027114
Epoch 1873
Validation prc-auc = 0.027032
Epoch 1874
Validation prc-auc = 0.026846
Epoch 1875
Validation prc-auc = 0.026836
Epoch 1876
Validation prc-auc = 0.026422
Epoch 1877
Loss = 8.6922e-05, PNorm = 160.2203, GNorm = 0.0046, lr_0 = 9.0704e-04
Validation prc-auc = 0.026501
Epoch 1878
Validation prc-auc = 0.026256
Epoch 1879
Validation prc-auc = 0.026356
Epoch 1880
Validation prc-auc = 0.026073
Epoch 1881
Validation prc-auc = 0.026130
Epoch 1882
Loss = 1.9362e-02, PNorm = 160.3795, GNorm = 1.0306, lr_0 = 9.0680e-04
Validation prc-auc = 0.026012
Epoch 1883
Validation prc-auc = 0.026062
Epoch 1884
Validation prc-auc = 0.025976
Epoch 1885
Validation prc-auc = 0.025993
Epoch 1886
Loss = 1.4006e-01, PNorm = 160.5052, GNorm = 3.5800, lr_0 = 9.0659e-04
Loss = 1.6569e-04, PNorm = 160.5072, GNorm = 0.0115, lr_0 = 9.0657e-04
Validation prc-auc = 0.025984
Epoch 1887
Validation prc-auc = 0.026079
Epoch 1888
Validation prc-auc = 0.026126
Epoch 1889
Validation prc-auc = 0.025734
Epoch 1890
Validation prc-auc = 0.025660
Epoch 1891
Loss = 6.2288e-02, PNorm = 160.5932, GNorm = 0.7484, lr_0 = 9.0635e-04
Validation prc-auc = 0.026004
Epoch 1892
Validation prc-auc = 0.027620
Epoch 1893
Validation prc-auc = 0.028713
Epoch 1894
Validation prc-auc = 0.028507
Epoch 1895
Validation prc-auc = 0.027470
Epoch 1896
Loss = 3.1696e-03, PNorm = 160.7847, GNorm = 0.0890, lr_0 = 9.0612e-04
Validation prc-auc = 0.027126
Epoch 1897
Validation prc-auc = 0.027038
Epoch 1898
Validation prc-auc = 0.026539
Epoch 1899
Validation prc-auc = 0.026325
Epoch 1900
Loss = 4.6648e-03, PNorm = 160.9039, GNorm = 0.0428, lr_0 = 9.0592e-04
Loss = 4.6797e-03, PNorm = 160.9122, GNorm = 0.2416, lr_0 = 9.0590e-04
Validation prc-auc = 0.025979
Epoch 1901
Validation prc-auc = 0.025971
Epoch 1902
Validation prc-auc = 0.025949
Epoch 1903
Validation prc-auc = 0.026063
Epoch 1904
Validation prc-auc = 0.026159
Epoch 1905
Loss = 4.3427e-04, PNorm = 161.0017, GNorm = 0.0229, lr_0 = 9.0567e-04
Loss = 3.2799e-05, PNorm = 161.0061, GNorm = 0.0020, lr_0 = 9.0566e-04
Validation prc-auc = 0.026268
Epoch 1906
Validation prc-auc = 0.026400
Epoch 1907
Validation prc-auc = 0.026582
Epoch 1908
Validation prc-auc = 0.026635
Epoch 1909
Validation prc-auc = 0.026608
Epoch 1910
Loss = 2.3871e-03, PNorm = 161.0433, GNorm = 0.0639, lr_0 = 9.0545e-04
Validation prc-auc = 0.026673
Epoch 1911
Validation prc-auc = 0.026108
Epoch 1912
Validation prc-auc = 0.025918
Epoch 1913
Validation prc-auc = 0.026026
Epoch 1914
Validation prc-auc = 0.026194
Epoch 1915
Loss = 1.7376e-02, PNorm = 161.1199, GNorm = 0.5945, lr_0 = 9.0521e-04
Validation prc-auc = 0.026595
Epoch 1916
Validation prc-auc = 0.026968
Epoch 1917
Validation prc-auc = 0.027313
Epoch 1918
Validation prc-auc = 0.027480
Epoch 1919
Loss = 5.1915e-04, PNorm = 161.1890, GNorm = 0.0266, lr_0 = 9.0500e-04
Loss = 1.8696e-04, PNorm = 161.1928, GNorm = 0.0089, lr_0 = 9.0498e-04
Validation prc-auc = 0.027739
Epoch 1920
Validation prc-auc = 0.028014
Epoch 1921
Validation prc-auc = 0.028288
Epoch 1922
Validation prc-auc = 0.028523
Epoch 1923
Validation prc-auc = 0.028575
Epoch 1924
Loss = 2.3157e-04, PNorm = 161.2340, GNorm = 0.0040, lr_0 = 9.0476e-04
Validation prc-auc = 0.028573
Epoch 1925
Validation prc-auc = 0.028639
Epoch 1926
Validation prc-auc = 0.028749
Epoch 1927
Validation prc-auc = 0.028858
Epoch 1928
Validation prc-auc = 0.028912
Epoch 1929
Loss = 3.4552e-04, PNorm = 161.2657, GNorm = 0.0152, lr_0 = 9.0454e-04
Validation prc-auc = 0.028910
Epoch 1930
Validation prc-auc = 0.028725
Epoch 1931
Validation prc-auc = 0.028358
Epoch 1932
Validation prc-auc = 0.028249
Epoch 1933
Loss = 1.3295e-04, PNorm = 161.2872, GNorm = 0.0200, lr_0 = 9.0431e-04
Validation prc-auc = 0.028135
Epoch 1934
Validation prc-auc = 0.027966
Epoch 1935
Validation prc-auc = 0.026867
Epoch 1936
Validation prc-auc = 0.026316
Epoch 1937
Validation prc-auc = 0.026493
Epoch 1938
Loss = 2.3155e-05, PNorm = 161.3164, GNorm = 0.0025, lr_0 = 9.0409e-04
Loss = 1.5556e-05, PNorm = 161.3184, GNorm = 0.0011, lr_0 = 9.0407e-04
Validation prc-auc = 0.026992
Epoch 1939
Validation prc-auc = 0.027450
Epoch 1940
Validation prc-auc = 0.027607
Epoch 1941
Validation prc-auc = 0.027628
Epoch 1942
Validation prc-auc = 0.027676
Epoch 1943
Loss = 1.5015e-02, PNorm = 161.3390, GNorm = 1.2586, lr_0 = 9.0386e-04
Validation prc-auc = 0.027076
Epoch 1944
Validation prc-auc = 0.027520
Epoch 1945
Validation prc-auc = 0.027418
Epoch 1946
Validation prc-auc = 0.027334
Epoch 1947
Validation prc-auc = 0.027123
Epoch 1948
Loss = 1.2205e-03, PNorm = 161.3934, GNorm = 0.0475, lr_0 = 9.0362e-04
Validation prc-auc = 0.027131
Epoch 1949
Validation prc-auc = 0.027057
Epoch 1950
Validation prc-auc = 0.026875
Epoch 1951
Validation prc-auc = 0.026889
Epoch 1952
Loss = 6.6353e-03, PNorm = 161.4372, GNorm = 0.0668, lr_0 = 9.0341e-04
Loss = 1.5740e-04, PNorm = 161.4402, GNorm = 0.0083, lr_0 = 9.0340e-04
Validation prc-auc = 0.027027
Epoch 1953
Validation prc-auc = 0.027128
Epoch 1954
Validation prc-auc = 0.026989
Epoch 1955
Validation prc-auc = 0.027121
Epoch 1956
Validation prc-auc = 0.027507
Epoch 1957
Loss = 3.0086e-03, PNorm = 161.5038, GNorm = 0.1187, lr_0 = 9.0317e-04
Loss = 6.7948e-06, PNorm = 161.5098, GNorm = 0.0005, lr_0 = 9.0316e-04
Validation prc-auc = 0.027587
Epoch 1958
Validation prc-auc = 0.027870
Epoch 1959
Validation prc-auc = 0.027978
Epoch 1960
Validation prc-auc = 0.027692
Epoch 1961
Validation prc-auc = 0.027362
Epoch 1962
Loss = 1.4919e-03, PNorm = 161.5818, GNorm = 0.0586, lr_0 = 9.0295e-04
Validation prc-auc = 0.026650
Epoch 1963
Validation prc-auc = 0.026160
Epoch 1964
Validation prc-auc = 0.026299
Epoch 1965
Validation prc-auc = 0.026389
Epoch 1966
Loss = 3.3973e-03, PNorm = 161.6476, GNorm = 0.0047, lr_0 = 9.0273e-04
Validation prc-auc = 0.026354
Epoch 1967
Validation prc-auc = 0.026611
Epoch 1968
Validation prc-auc = 0.026373
Epoch 1969
Validation prc-auc = 0.026342
Epoch 1970
Validation prc-auc = 0.025547
Epoch 1971
Loss = 1.3911e-03, PNorm = 161.6814, GNorm = 0.0770, lr_0 = 9.0250e-04
Loss = 3.6297e-05, PNorm = 161.6844, GNorm = 0.0039, lr_0 = 9.0249e-04
Validation prc-auc = 0.025100
Epoch 1972
Validation prc-auc = 0.024911
Epoch 1973
Validation prc-auc = 0.024350
Epoch 1974
Validation prc-auc = 0.024664
Epoch 1975
Validation prc-auc = 0.024887
Epoch 1976
Loss = 8.9470e-03, PNorm = 161.7248, GNorm = 0.1438, lr_0 = 9.0228e-04
Validation prc-auc = 0.025058
Epoch 1977
Validation prc-auc = 0.025429
Epoch 1978
Validation prc-auc = 0.025748
Epoch 1979
Validation prc-auc = 0.025883
Epoch 1980
Validation prc-auc = 0.025984
Epoch 1981
Loss = 1.3291e-03, PNorm = 161.7787, GNorm = 0.0359, lr_0 = 9.0204e-04
Validation prc-auc = 0.026178
Epoch 1982
Validation prc-auc = 0.026447
Epoch 1983
Validation prc-auc = 0.027010
Epoch 1984
Validation prc-auc = 0.027541
Epoch 1985
Loss = 4.7799e-03, PNorm = 161.8263, GNorm = 0.0719, lr_0 = 9.0183e-04
Loss = 1.4971e-01, PNorm = 161.8319, GNorm = 7.0777, lr_0 = 9.0181e-04
Validation prc-auc = 0.028556
Epoch 1986
Validation prc-auc = 0.029815
Epoch 1987
Validation prc-auc = 0.030248
Epoch 1988
Validation prc-auc = 0.030370
Epoch 1989
Validation prc-auc = 0.030102
Epoch 1990
Loss = 1.1109e-02, PNorm = 161.9566, GNorm = 1.5502, lr_0 = 9.0159e-04
Loss = 5.8386e-03, PNorm = 161.9673, GNorm = 0.3702, lr_0 = 9.0157e-04
Validation prc-auc = 0.029410
Epoch 1991
Validation prc-auc = 0.029221
Epoch 1992
Validation prc-auc = 0.029236
Epoch 1993
Validation prc-auc = 0.028990
Epoch 1994
Validation prc-auc = 0.028615
Epoch 1995
Loss = 3.9820e-02, PNorm = 162.0748, GNorm = 0.3722, lr_0 = 9.0137e-04
Validation prc-auc = 0.028507
Epoch 1996
Validation prc-auc = 0.028227
Epoch 1997
Validation prc-auc = 0.028216
Epoch 1998
Validation prc-auc = 0.028125
Epoch 1999
Loss = 3.2866e-03, PNorm = 162.1769, GNorm = 0.0099, lr_0 = 9.0114e-04
Validation prc-auc = 0.027787
Model 0 best validation prc-auc = 0.106787 on epoch 105
Loading pretrained parameter "encoder.encoder.0.cached_zero_vector".
Loading pretrained parameter "encoder.encoder.0.W_i.weight".
Loading pretrained parameter "encoder.encoder.0.W_h.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.bias".
Loading pretrained parameter "ffn.1.weight".
Loading pretrained parameter "ffn.1.bias".
Loading pretrained parameter "ffn.4.weight".
Loading pretrained parameter "ffn.4.bias".
Loading pretrained parameter "ffn.7.weight".
Loading pretrained parameter "ffn.7.bias".
Moving model to cuda
Model 0 test prc-auc = 0.023259
Ensemble test prc-auc = 0.023259
Fold 5
Splitting data with seed 5
Class sizes
sars_cov_two_active 0: 98.39%, 1: 1.61%
Total size = 3,291 | train size = 3,291 | val size = 1,093 | test size = 1,084
With class_balance, effective train size = 106
Building model 0
MoleculeModel(
  (sigmoid): Sigmoid()
  (encoder): MPN(
    (encoder): ModuleList(
      (0): MPNEncoder(
        (dropout_layer): Dropout(p=0.30000000000000004, inplace=False)
        (act_func): ReLU()
        (W_i): Linear(in_features=147, out_features=2000, bias=False)
        (W_h): Linear(in_features=2000, out_features=2000, bias=False)
        (W_o): Linear(in_features=2133, out_features=2000, bias=True)
      )
    )
  )
  (ffn): Sequential(
    (0): Dropout(p=0.30000000000000004, inplace=False)
    (1): Linear(in_features=2000, out_features=2000, bias=True)
    (2): ReLU()
    (3): Dropout(p=0.30000000000000004, inplace=False)
    (4): Linear(in_features=2000, out_features=2000, bias=True)
    (5): ReLU()
    (6): Dropout(p=0.30000000000000004, inplace=False)
    (7): Linear(in_features=2000, out_features=1, bias=True)
  )
)
Number of parameters = 16,568,001
Moving model to cuda
Epoch 0
Validation prc-auc = 0.025448
Epoch 1
Validation prc-auc = 0.032491
Epoch 2
Validation prc-auc = 0.036108
Epoch 3
Validation prc-auc = 0.031382
Epoch 4
Loss = 7.2287e-01, PNorm = 91.3501, GNorm = 3.0215, lr_0 = 2.0385e-04
Loss = 5.8779e-01, PNorm = 91.3534, GNorm = 4.5384, lr_0 = 2.1077e-04
Validation prc-auc = 0.038216
Epoch 5
Validation prc-auc = 0.018416
Epoch 6
Validation prc-auc = 0.026821
Epoch 7
Validation prc-auc = 0.023947
Epoch 8
Validation prc-auc = 0.021435
Epoch 9
Loss = 6.4610e-01, PNorm = 91.4027, GNorm = 2.0307, lr_0 = 3.0077e-04
Validation prc-auc = 0.021039
Epoch 10
Validation prc-auc = 0.022908
Epoch 11
Validation prc-auc = 0.031263
Epoch 12
Validation prc-auc = 0.036292
Epoch 13
Validation prc-auc = 0.033941
Epoch 14
Loss = 7.0283e-01, PNorm = 91.4837, GNorm = 1.1487, lr_0 = 4.0462e-04
Validation prc-auc = 0.027953
Epoch 15
Validation prc-auc = 0.024940
Epoch 16
Validation prc-auc = 0.024848
Epoch 17
Validation prc-auc = 0.022348
Epoch 18
Loss = 7.0656e-01, PNorm = 91.5677, GNorm = 1.1195, lr_0 = 4.9462e-04
Loss = 6.0979e-01, PNorm = 91.5751, GNorm = 2.8530, lr_0 = 5.0154e-04
Validation prc-auc = 0.023169
Epoch 19
Validation prc-auc = 0.025685
Epoch 20
Validation prc-auc = 0.033015
Epoch 21
Validation prc-auc = 0.019895
Epoch 22
Validation prc-auc = 0.021791
Epoch 23
Loss = 6.5976e-01, PNorm = 91.7000, GNorm = 0.6861, lr_0 = 5.9846e-04
Loss = 5.3095e-01, PNorm = 91.7115, GNorm = 1.9983, lr_0 = 6.0538e-04
Validation prc-auc = 0.020995
Epoch 24
Validation prc-auc = 0.020079
Epoch 25
Validation prc-auc = 0.020130
Epoch 26
Validation prc-auc = 0.020139
Epoch 27
Validation prc-auc = 0.023071
Epoch 28
Loss = 8.1687e-01, PNorm = 91.8604, GNorm = 3.6830, lr_0 = 6.9538e-04
Validation prc-auc = 0.021353
Epoch 29
Validation prc-auc = 0.023738
Epoch 30
Validation prc-auc = 0.024360
Epoch 31
Validation prc-auc = 0.023479
Epoch 32
Validation prc-auc = 0.023118
Epoch 33
Loss = 6.9713e-01, PNorm = 92.0436, GNorm = 0.9653, lr_0 = 7.9923e-04
Validation prc-auc = 0.022964
Epoch 34
Validation prc-auc = 0.022747
Epoch 35
Validation prc-auc = 0.022612
Epoch 36
Validation prc-auc = 0.023787
Epoch 37
Loss = 6.0997e-01, PNorm = 92.1850, GNorm = 0.4559, lr_0 = 8.8923e-04
Loss = 4.5969e-01, PNorm = 92.1971, GNorm = 1.0955, lr_0 = 8.9615e-04
Validation prc-auc = 0.024451
Epoch 38
Validation prc-auc = 0.023953
Epoch 39
Validation prc-auc = 0.019551
Epoch 40
Validation prc-auc = 0.016202
Epoch 41
Validation prc-auc = 0.016778
Epoch 42
Loss = 7.2370e-01, PNorm = 92.3452, GNorm = 0.3936, lr_0 = 9.8615e-04
Validation prc-auc = 0.020550
Epoch 43
Validation prc-auc = 0.016853
Epoch 44
Validation prc-auc = 0.017496
Epoch 45
Validation prc-auc = 0.020497
Epoch 46
Validation prc-auc = 0.020108
Epoch 47
Loss = 5.9718e-01, PNorm = 92.6103, GNorm = 0.6806, lr_0 = 9.9977e-04
Validation prc-auc = 0.020109
Epoch 48
Validation prc-auc = 0.019480
Epoch 49
Validation prc-auc = 0.019562
Epoch 50
Validation prc-auc = 0.018522
Epoch 51
Loss = 6.7008e-01, PNorm = 92.8492, GNorm = 0.8773, lr_0 = 9.9954e-04
Loss = 8.4084e-01, PNorm = 92.8679, GNorm = 1.3655, lr_0 = 9.9952e-04
Validation prc-auc = 0.018073
Epoch 52
Validation prc-auc = 0.019527
Epoch 53
Validation prc-auc = 0.019109
Epoch 54
Validation prc-auc = 0.018759
Epoch 55
Validation prc-auc = 0.018297
Epoch 56
Loss = 5.7646e-01, PNorm = 93.1296, GNorm = 1.4108, lr_0 = 9.9927e-04
Loss = 7.0266e-01, PNorm = 93.1456, GNorm = 3.0850, lr_0 = 9.9926e-04
Validation prc-auc = 0.016447
Epoch 57
Validation prc-auc = 0.015549
Epoch 58
Validation prc-auc = 0.016681
Epoch 59
Validation prc-auc = 0.019014
Epoch 60
Validation prc-auc = 0.021722
Epoch 61
Loss = 5.6139e-01, PNorm = 93.4256, GNorm = 0.4937, lr_0 = 9.9903e-04
Validation prc-auc = 0.020631
Epoch 62
Validation prc-auc = 0.020106
Epoch 63
Validation prc-auc = 0.020804
Epoch 64
Validation prc-auc = 0.019500
Epoch 65
Validation prc-auc = 0.019363
Epoch 66
Loss = 5.0097e-01, PNorm = 93.6994, GNorm = 1.8319, lr_0 = 9.9876e-04
Validation prc-auc = 0.018571
Epoch 67
Validation prc-auc = 0.019345
Epoch 68
Validation prc-auc = 0.017400
Epoch 69
Validation prc-auc = 0.017365
Epoch 70
Loss = 5.6734e-01, PNorm = 93.9254, GNorm = 0.8122, lr_0 = 9.9853e-04
Loss = 8.6566e-01, PNorm = 93.9450, GNorm = 2.2600, lr_0 = 9.9851e-04
Validation prc-auc = 0.019432
Epoch 71
Validation prc-auc = 0.020106
Epoch 72
Validation prc-auc = 0.019141
Epoch 73
Validation prc-auc = 0.019232
Epoch 74
Validation prc-auc = 0.020580
Epoch 75
Loss = 4.7348e-01, PNorm = 94.2434, GNorm = 0.7870, lr_0 = 9.9828e-04
Validation prc-auc = 0.020263
Epoch 76
Validation prc-auc = 0.020812
Epoch 77
Validation prc-auc = 0.021596
Epoch 78
Validation prc-auc = 0.025871
Epoch 79
Validation prc-auc = 0.026226
Epoch 80
Loss = 5.3410e-01, PNorm = 94.6439, GNorm = 1.8510, lr_0 = 9.9802e-04
Validation prc-auc = 0.028389
Epoch 81
Validation prc-auc = 0.026801
Epoch 82
Validation prc-auc = 0.027867
Epoch 83
Validation prc-auc = 0.024689
Epoch 84
Loss = 5.3455e-01, PNorm = 95.0002, GNorm = 1.6890, lr_0 = 9.9779e-04
Loss = 9.9313e-01, PNorm = 95.0290, GNorm = 2.5990, lr_0 = 9.9777e-04
Validation prc-auc = 0.021578
Epoch 85
Validation prc-auc = 0.022418
Epoch 86
Validation prc-auc = 0.023139
Epoch 87
Validation prc-auc = 0.020715
Epoch 88
Validation prc-auc = 0.021167
Epoch 89
Loss = 6.5726e-01, PNorm = 95.4524, GNorm = 0.5005, lr_0 = 9.9752e-04
Loss = 4.3770e-01, PNorm = 95.4783, GNorm = 0.9118, lr_0 = 9.9750e-04
Validation prc-auc = 0.022972
Epoch 90
Validation prc-auc = 0.020007
Epoch 91
Validation prc-auc = 0.020340
Epoch 92
Validation prc-auc = 0.020266
Epoch 93
Validation prc-auc = 0.021383
Epoch 94
Loss = 3.7029e-01, PNorm = 95.8155, GNorm = 0.6957, lr_0 = 9.9727e-04
Validation prc-auc = 0.021212
Epoch 95
Validation prc-auc = 0.019781
Epoch 96
Validation prc-auc = 0.019297
Epoch 97
Validation prc-auc = 0.021640
Epoch 98
Validation prc-auc = 0.022264
Epoch 99
Loss = 5.8163e-01, PNorm = 96.2172, GNorm = 1.3162, lr_0 = 9.9701e-04
Validation prc-auc = 0.021586
Epoch 100
Validation prc-auc = 0.021794
Epoch 101
Validation prc-auc = 0.022236
Epoch 102
Validation prc-auc = 0.022452
Epoch 103
Loss = 3.1902e-01, PNorm = 96.6530, GNorm = 1.4119, lr_0 = 9.9678e-04
Loss = 2.3089e-01, PNorm = 96.6906, GNorm = 3.3390, lr_0 = 9.9676e-04
Validation prc-auc = 0.031653
Epoch 104
Validation prc-auc = 0.030353
Epoch 105
Validation prc-auc = 0.023809
Epoch 106
Validation prc-auc = 0.024023
Epoch 107
Validation prc-auc = 0.024606
Epoch 108
Loss = 4.8424e-01, PNorm = 97.1779, GNorm = 3.2252, lr_0 = 9.9651e-04
Validation prc-auc = 0.022697
Epoch 109
Validation prc-auc = 0.024875
Epoch 110
Validation prc-auc = 0.023121
Epoch 111
Validation prc-auc = 0.023344
Epoch 112
Validation prc-auc = 0.022607
Epoch 113
Loss = 3.4338e-01, PNorm = 97.6313, GNorm = 0.6585, lr_0 = 9.9627e-04
Validation prc-auc = 0.021280
Epoch 114
Validation prc-auc = 0.020758
Epoch 115
Validation prc-auc = 0.026014
Epoch 116
Validation prc-auc = 0.026917
Epoch 117
Loss = 3.0942e-01, PNorm = 97.9879, GNorm = 0.8571, lr_0 = 9.9604e-04
Loss = 4.4244e-01, PNorm = 98.0152, GNorm = 8.7483, lr_0 = 9.9602e-04
Validation prc-auc = 0.025297
Epoch 118
Validation prc-auc = 0.026071
Epoch 119
Validation prc-auc = 0.022475
Epoch 120
Validation prc-auc = 0.021755
Epoch 121
Validation prc-auc = 0.031940
Epoch 122
Loss = 3.6101e-01, PNorm = 98.4757, GNorm = 2.0741, lr_0 = 9.9577e-04
Loss = 3.8648e-01, PNorm = 98.5120, GNorm = 3.8988, lr_0 = 9.9575e-04
Validation prc-auc = 0.028601
Epoch 123
Validation prc-auc = 0.025079
Epoch 124
Validation prc-auc = 0.022820
Epoch 125
Validation prc-auc = 0.027109
Epoch 126
Validation prc-auc = 0.023991
Epoch 127
Loss = 4.4905e-01, PNorm = 99.0238, GNorm = 0.6979, lr_0 = 9.9552e-04
Validation prc-auc = 0.021136
Epoch 128
Validation prc-auc = 0.020539
Epoch 129
Validation prc-auc = 0.020412
Epoch 130
Validation prc-auc = 0.020892
Epoch 131
Validation prc-auc = 0.021051
Epoch 132
Loss = 2.0991e-01, PNorm = 99.5187, GNorm = 2.0402, lr_0 = 9.9526e-04
Validation prc-auc = 0.021831
Epoch 133
Validation prc-auc = 0.022145
Epoch 134
Validation prc-auc = 0.025377
Epoch 135
Validation prc-auc = 0.022834
Epoch 136
Loss = 2.9701e-01, PNorm = 99.8391, GNorm = 0.5931, lr_0 = 9.9503e-04
Loss = 9.6326e-02, PNorm = 99.8694, GNorm = 1.0116, lr_0 = 9.9501e-04
Validation prc-auc = 0.022067
Epoch 137
Validation prc-auc = 0.020770
Epoch 138
Validation prc-auc = 0.019090
Epoch 139
Validation prc-auc = 0.019077
Epoch 140
Validation prc-auc = 0.021968
Epoch 141
Loss = 4.3388e-01, PNorm = 100.3220, GNorm = 1.4391, lr_0 = 9.9477e-04
Validation prc-auc = 0.021584
Epoch 142
Validation prc-auc = 0.020524
Epoch 143
Validation prc-auc = 0.023928
Epoch 144
Validation prc-auc = 0.023527
Epoch 145
Validation prc-auc = 0.022690
Epoch 146
Loss = 3.7942e-01, PNorm = 100.7274, GNorm = 1.1514, lr_0 = 9.9452e-04
Validation prc-auc = 0.021060
Epoch 147
Validation prc-auc = 0.020620
Epoch 148
Validation prc-auc = 0.022105
Epoch 149
Validation prc-auc = 0.023604
Epoch 150
Loss = 3.0316e-01, PNorm = 101.0887, GNorm = 1.6301, lr_0 = 9.9429e-04
Loss = 9.4339e-02, PNorm = 101.1142, GNorm = 0.6821, lr_0 = 9.9427e-04
Validation prc-auc = 0.027849
Epoch 151
Validation prc-auc = 0.030223
Epoch 152
Validation prc-auc = 0.023934
Epoch 153
Validation prc-auc = 0.024684
Epoch 154
Validation prc-auc = 0.024792
Epoch 155
Loss = 2.4743e-01, PNorm = 101.5043, GNorm = 1.5087, lr_0 = 9.9403e-04
Loss = 5.6051e-01, PNorm = 101.5319, GNorm = 7.1331, lr_0 = 9.9401e-04
Validation prc-auc = 0.023785
Epoch 156
Validation prc-auc = 0.022944
Epoch 157
Validation prc-auc = 0.023497
Epoch 158
Validation prc-auc = 0.021281
Epoch 159
Validation prc-auc = 0.019007
Epoch 160
Loss = 3.8365e-01, PNorm = 101.8869, GNorm = 1.1934, lr_0 = 9.9378e-04
Validation prc-auc = 0.018836
Epoch 161
Validation prc-auc = 0.018737
Epoch 162
Validation prc-auc = 0.018697
Epoch 163
Validation prc-auc = 0.018979
Epoch 164
Validation prc-auc = 0.019435
Epoch 165
Loss = 4.1529e-01, PNorm = 102.3029, GNorm = 3.0069, lr_0 = 9.9351e-04
Validation prc-auc = 0.020346
Epoch 166
Validation prc-auc = 0.020491
Epoch 167
Validation prc-auc = 0.022191
Epoch 168
Validation prc-auc = 0.019854
Epoch 169
Loss = 4.3423e-01, PNorm = 102.6389, GNorm = 2.1183, lr_0 = 9.9329e-04
Loss = 1.7482e-01, PNorm = 102.6771, GNorm = 1.7110, lr_0 = 9.9327e-04
Validation prc-auc = 0.017412
Epoch 170
Validation prc-auc = 0.015949
Epoch 171
Validation prc-auc = 0.015511
Epoch 172
Validation prc-auc = 0.015966
Epoch 173
Validation prc-auc = 0.017487
Epoch 174
Loss = 2.9129e-01, PNorm = 103.1892, GNorm = 1.1452, lr_0 = 9.9302e-04
Validation prc-auc = 0.019440
Epoch 175
Validation prc-auc = 0.023128
Epoch 176
Validation prc-auc = 0.021863
Epoch 177
Validation prc-auc = 0.018857
Epoch 178
Validation prc-auc = 0.018084
Epoch 179
Loss = 4.8471e-01, PNorm = 103.5829, GNorm = 2.7937, lr_0 = 9.9277e-04
Validation prc-auc = 0.019065
Epoch 180
Validation prc-auc = 0.019403
Epoch 181
Validation prc-auc = 0.020764
Epoch 182
Validation prc-auc = 0.021994
Epoch 183
Loss = 9.8758e-02, PNorm = 103.9806, GNorm = 0.3871, lr_0 = 9.9253e-04
Validation prc-auc = 0.020618
Epoch 184
Validation prc-auc = 0.020668
Epoch 185
Validation prc-auc = 0.021898
Epoch 186
Validation prc-auc = 0.023008
Epoch 187
Validation prc-auc = 0.020884
Epoch 188
Loss = 2.9042e-01, PNorm = 104.3562, GNorm = 2.7273, lr_0 = 9.9228e-04
Loss = 1.0841e-01, PNorm = 104.3917, GNorm = 1.4528, lr_0 = 9.9226e-04
Validation prc-auc = 0.020428
Epoch 189
Validation prc-auc = 0.021484
Epoch 190
Validation prc-auc = 0.021810
Epoch 191
Validation prc-auc = 0.021506
Epoch 192
Validation prc-auc = 0.020840
Epoch 193
Loss = 3.0124e-01, PNorm = 104.7856, GNorm = 1.8645, lr_0 = 9.9204e-04
Validation prc-auc = 0.020773
Epoch 194
Validation prc-auc = 0.021358
Epoch 195
Validation prc-auc = 0.022606
Epoch 196
Validation prc-auc = 0.023782
Epoch 197
Validation prc-auc = 0.024271
Epoch 198
Loss = 2.2406e-01, PNorm = 105.1532, GNorm = 1.1873, lr_0 = 9.9177e-04
Validation prc-auc = 0.023868
Epoch 199
Validation prc-auc = 0.025258
Epoch 200
Validation prc-auc = 0.026318
Epoch 201
Validation prc-auc = 0.025653
Epoch 202
Loss = 2.0163e-01, PNorm = 105.4097, GNorm = 2.8006, lr_0 = 9.9154e-04
Loss = 1.1016e-02, PNorm = 105.4286, GNorm = 0.2201, lr_0 = 9.9153e-04
Validation prc-auc = 0.024803
Epoch 203
Validation prc-auc = 0.026304
Epoch 204
Validation prc-auc = 0.023158
Epoch 205
Validation prc-auc = 0.025561
Epoch 206
Validation prc-auc = 0.024003
Epoch 207
Loss = 9.2464e-02, PNorm = 105.7051, GNorm = 0.8515, lr_0 = 9.9128e-04
Loss = 8.2522e-03, PNorm = 105.7277, GNorm = 0.2290, lr_0 = 9.9126e-04
Validation prc-auc = 0.023968
Epoch 208
Validation prc-auc = 0.024760
Epoch 209
Validation prc-auc = 0.023055
Epoch 210
Validation prc-auc = 0.022106
Epoch 211
Validation prc-auc = 0.025253
Epoch 212
Loss = 1.9337e-01, PNorm = 106.0472, GNorm = 1.1295, lr_0 = 9.9103e-04
Validation prc-auc = 0.024803
Epoch 213
Validation prc-auc = 0.026862
Epoch 214
Validation prc-auc = 0.023572
Epoch 215
Validation prc-auc = 0.021866
Epoch 216
Loss = 2.1554e-01, PNorm = 106.4976, GNorm = 1.3872, lr_0 = 9.9079e-04
Validation prc-auc = 0.022200
Epoch 217
Validation prc-auc = 0.023443
Epoch 218
Validation prc-auc = 0.028552
Epoch 219
Validation prc-auc = 0.025557
Epoch 220
Validation prc-auc = 0.021718
Epoch 221
Loss = 3.0656e-01, PNorm = 106.8319, GNorm = 1.5010, lr_0 = 9.9054e-04
Loss = 2.6664e-02, PNorm = 106.8516, GNorm = 0.4175, lr_0 = 9.9052e-04
Validation prc-auc = 0.022603
Epoch 222
Validation prc-auc = 0.022739
Epoch 223
Validation prc-auc = 0.022320
Epoch 224
Validation prc-auc = 0.023221
Epoch 225
Validation prc-auc = 0.025235
Epoch 226
Loss = 7.0259e-02, PNorm = 107.0758, GNorm = 0.8582, lr_0 = 9.9030e-04
Validation prc-auc = 0.026557
Epoch 227
Validation prc-auc = 0.027097
Epoch 228
Validation prc-auc = 0.029740
Epoch 229
Validation prc-auc = 0.029185
Epoch 230
Validation prc-auc = 0.024501
Epoch 231
Loss = 8.0827e-02, PNorm = 107.2980, GNorm = 1.1697, lr_0 = 9.9003e-04
Validation prc-auc = 0.025477
Epoch 232
Validation prc-auc = 0.021927
Epoch 233
Validation prc-auc = 0.020899
Epoch 234
Validation prc-auc = 0.022245
Epoch 235
Loss = 1.5471e-01, PNorm = 107.5412, GNorm = 2.2137, lr_0 = 9.8980e-04
Loss = 2.2124e-02, PNorm = 107.5583, GNorm = 0.3385, lr_0 = 9.8979e-04
Validation prc-auc = 0.023614
Epoch 236
Validation prc-auc = 0.024150
Epoch 237
Validation prc-auc = 0.023553
Epoch 238
Validation prc-auc = 0.023092
Epoch 239
Validation prc-auc = 0.022767
Epoch 240
Loss = 6.6568e-02, PNorm = 107.7436, GNorm = 0.5176, lr_0 = 9.8954e-04
Loss = 1.5509e-02, PNorm = 107.7540, GNorm = 0.4230, lr_0 = 9.8952e-04
Validation prc-auc = 0.022799
Epoch 241
Validation prc-auc = 0.023542
Epoch 242
Validation prc-auc = 0.024105
Epoch 243
Validation prc-auc = 0.026390
Epoch 244
Validation prc-auc = 0.029961
Epoch 245
Loss = 6.6323e-02, PNorm = 107.8859, GNorm = 0.9937, lr_0 = 9.8930e-04
Validation prc-auc = 0.029343
Epoch 246
Validation prc-auc = 0.028385
Epoch 247
Validation prc-auc = 0.025972
Epoch 248
Validation prc-auc = 0.022685
Epoch 249
Loss = 2.7861e-01, PNorm = 108.0641, GNorm = 6.7430, lr_0 = 9.8905e-04
Validation prc-auc = 0.022945
Epoch 250
Validation prc-auc = 0.023897
Epoch 251
Validation prc-auc = 0.021689
Epoch 252
Validation prc-auc = 0.020581
Epoch 253
Validation prc-auc = 0.020832
Epoch 254
Loss = 5.4669e-02, PNorm = 108.3012, GNorm = 0.4825, lr_0 = 9.8880e-04
Loss = 2.7315e-02, PNorm = 108.3168, GNorm = 0.7042, lr_0 = 9.8879e-04
Validation prc-auc = 0.020062
Epoch 255
Validation prc-auc = 0.020089
Epoch 256
Validation prc-auc = 0.020427
Epoch 257
Validation prc-auc = 0.021935
Epoch 258
Validation prc-auc = 0.021932
Epoch 259
Loss = 3.8081e-02, PNorm = 108.4803, GNorm = 1.4283, lr_0 = 9.8856e-04
Validation prc-auc = 0.021357
Epoch 260
Validation prc-auc = 0.020451
Epoch 261
Validation prc-auc = 0.020118
Epoch 262
Validation prc-auc = 0.021144
Epoch 263
Validation prc-auc = 0.021506
Epoch 264
Loss = 8.2493e-02, PNorm = 108.6063, GNorm = 2.8207, lr_0 = 9.8830e-04
Validation prc-auc = 0.023073
Epoch 265
Validation prc-auc = 0.023529
Epoch 266
Validation prc-auc = 0.023811
Epoch 267
Validation prc-auc = 0.024670
Epoch 268
Loss = 2.1755e-02, PNorm = 108.7434, GNorm = 0.8335, lr_0 = 9.8807e-04
Loss = 1.2581e-02, PNorm = 108.7543, GNorm = 0.2726, lr_0 = 9.8805e-04
Validation prc-auc = 0.025758
Epoch 269
Validation prc-auc = 0.026202
Epoch 270
Validation prc-auc = 0.024975
Epoch 271
Validation prc-auc = 0.022640
Epoch 272
Validation prc-auc = 0.023454
Epoch 273
Loss = 1.4379e-01, PNorm = 108.9554, GNorm = 1.7241, lr_0 = 9.8781e-04
Loss = 1.0375e-02, PNorm = 108.9748, GNorm = 0.3001, lr_0 = 9.8779e-04
Validation prc-auc = 0.022981
Epoch 274
Validation prc-auc = 0.022233
Epoch 275
Validation prc-auc = 0.022022
Epoch 276
Validation prc-auc = 0.024144
Epoch 277
Validation prc-auc = 0.027498
Epoch 278
Loss = 1.6601e-01, PNorm = 109.2662, GNorm = 1.3524, lr_0 = 9.8756e-04
Validation prc-auc = 0.033080
Epoch 279
Validation prc-auc = 0.034364
Epoch 280
Validation prc-auc = 0.031670
Epoch 281
Validation prc-auc = 0.033106
Epoch 282
Validation prc-auc = 0.037010
Epoch 283
Loss = 2.9772e-02, PNorm = 109.5213, GNorm = 1.0517, lr_0 = 9.8730e-04
Validation prc-auc = 0.032190
Epoch 284
Validation prc-auc = 0.032002
Epoch 285
Validation prc-auc = 0.032570
Epoch 286
Validation prc-auc = 0.033657
Epoch 287
Loss = 1.3952e-01, PNorm = 109.7128, GNorm = 4.4595, lr_0 = 9.8707e-04
Loss = 1.4057e-01, PNorm = 109.7323, GNorm = 6.9315, lr_0 = 9.8705e-04
Validation prc-auc = 0.031227
Epoch 288
Validation prc-auc = 0.031604
Epoch 289
Validation prc-auc = 0.027589
Epoch 290
Validation prc-auc = 0.024132
Epoch 291
Validation prc-auc = 0.023227
Epoch 292
Loss = 2.7794e-02, PNorm = 110.0709, GNorm = 1.1974, lr_0 = 9.8683e-04
Validation prc-auc = 0.021808
Epoch 293
Validation prc-auc = 0.024928
Epoch 294
Validation prc-auc = 0.031070
Epoch 295
Validation prc-auc = 0.029460
Epoch 296
Validation prc-auc = 0.026635
Epoch 297
Loss = 9.9730e-02, PNorm = 110.4975, GNorm = 2.9440, lr_0 = 9.8656e-04
Validation prc-auc = 0.028135
Epoch 298
Validation prc-auc = 0.028036
Epoch 299
Validation prc-auc = 0.024349
Epoch 300
Validation prc-auc = 0.021340
Epoch 301
Loss = 2.8102e-01, PNorm = 110.7583, GNorm = 1.7435, lr_0 = 9.8634e-04
Loss = 8.3189e-02, PNorm = 110.7845, GNorm = 1.6262, lr_0 = 9.8632e-04
Validation prc-auc = 0.021872
Epoch 302
Validation prc-auc = 0.022978
Epoch 303
Validation prc-auc = 0.024861
Epoch 304
Validation prc-auc = 0.026019
Epoch 305
Validation prc-auc = 0.025324
Epoch 306
Loss = 7.9207e-02, PNorm = 111.1095, GNorm = 0.7502, lr_0 = 9.8607e-04
Loss = 1.5129e-02, PNorm = 111.1294, GNorm = 1.6736, lr_0 = 9.8606e-04
Validation prc-auc = 0.025266
Epoch 307
Validation prc-auc = 0.026416
Epoch 308
Validation prc-auc = 0.027271
Epoch 309
Validation prc-auc = 0.026827
Epoch 310
Validation prc-auc = 0.026394
Epoch 311
Loss = 1.9488e-01, PNorm = 111.3746, GNorm = 2.2700, lr_0 = 9.8583e-04
Validation prc-auc = 0.025779
Epoch 312
Validation prc-auc = 0.024751
Epoch 313
Validation prc-auc = 0.024106
Epoch 314
Validation prc-auc = 0.025058
Epoch 315
Validation prc-auc = 0.026060
Epoch 316
Loss = 1.5977e-02, PNorm = 111.6237, GNorm = 0.4800, lr_0 = 9.8557e-04
Validation prc-auc = 0.025944
Epoch 317
Validation prc-auc = 0.026656
Epoch 318
Validation prc-auc = 0.026431
Epoch 319
Validation prc-auc = 0.031743
Epoch 320
Loss = 4.7603e-02, PNorm = 111.7789, GNorm = 1.6019, lr_0 = 9.8534e-04
Loss = 1.1339e-01, PNorm = 111.8054, GNorm = 3.4963, lr_0 = 9.8532e-04
Validation prc-auc = 0.028962
Epoch 321
Validation prc-auc = 0.025378
Epoch 322
Validation prc-auc = 0.022907
Epoch 323
Validation prc-auc = 0.021497
Epoch 324
Validation prc-auc = 0.021386
Epoch 325
Loss = 3.3839e-02, PNorm = 112.2040, GNorm = 0.4026, lr_0 = 9.8509e-04
Validation prc-auc = 0.022543
Epoch 326
Validation prc-auc = 0.024655
Epoch 327
Validation prc-auc = 0.027757
Epoch 328
Validation prc-auc = 0.033232
Epoch 329
Validation prc-auc = 0.032910
Epoch 330
Loss = 1.1109e-01, PNorm = 112.5231, GNorm = 1.4295, lr_0 = 9.8483e-04
Validation prc-auc = 0.027621
Epoch 331
Validation prc-auc = 0.025656
Epoch 332
Validation prc-auc = 0.023648
Epoch 333
Validation prc-auc = 0.021881
Epoch 334
Loss = 5.4429e-02, PNorm = 112.7061, GNorm = 0.2606, lr_0 = 9.8461e-04
Loss = 5.8897e-04, PNorm = 112.7175, GNorm = 0.0200, lr_0 = 9.8459e-04
Validation prc-auc = 0.020953
Epoch 335
Validation prc-auc = 0.020733
Epoch 336
Validation prc-auc = 0.022167
Epoch 337
Validation prc-auc = 0.028139
Epoch 338
Validation prc-auc = 0.033520
Epoch 339
Loss = 6.7062e-02, PNorm = 112.8501, GNorm = 0.2328, lr_0 = 9.8434e-04
Loss = 7.2909e-03, PNorm = 112.8593, GNorm = 0.1241, lr_0 = 9.8433e-04
Validation prc-auc = 0.037076
Epoch 340
Validation prc-auc = 0.034760
Epoch 341
Validation prc-auc = 0.036080
Epoch 342
Validation prc-auc = 0.036186
Epoch 343
Validation prc-auc = 0.036223
Epoch 344
Loss = 6.1403e-02, PNorm = 113.0024, GNorm = 0.8005, lr_0 = 9.8410e-04
Validation prc-auc = 0.032216
Epoch 345
Validation prc-auc = 0.030215
Epoch 346
Validation prc-auc = 0.028681
Epoch 347
Validation prc-auc = 0.028037
Epoch 348
Validation prc-auc = 0.029616
Epoch 349
Loss = 3.2788e-01, PNorm = 113.1708, GNorm = 3.2677, lr_0 = 9.8384e-04
Validation prc-auc = 0.033821
Epoch 350
Validation prc-auc = 0.032756
Epoch 351
Validation prc-auc = 0.025080
Epoch 352
Validation prc-auc = 0.024303
Epoch 353
Loss = 1.4490e-01, PNorm = 113.4249, GNorm = 1.5793, lr_0 = 9.8361e-04
Loss = 7.5339e-03, PNorm = 113.4463, GNorm = 0.2369, lr_0 = 9.8359e-04
Validation prc-auc = 0.026217
Epoch 354
Validation prc-auc = 0.027107
Epoch 355
Validation prc-auc = 0.026781
Epoch 356
Validation prc-auc = 0.028234
Epoch 357
Validation prc-auc = 0.029705
Epoch 358
Loss = 3.3857e-02, PNorm = 113.7047, GNorm = 1.1574, lr_0 = 9.8335e-04
Validation prc-auc = 0.030813
Epoch 359
Validation prc-auc = 0.030555
Epoch 360
Validation prc-auc = 0.029880
Epoch 361
Validation prc-auc = 0.028882
Epoch 362
Validation prc-auc = 0.026457
Epoch 363
Loss = 1.6655e-02, PNorm = 113.8560, GNorm = 0.8896, lr_0 = 9.8311e-04
Validation prc-auc = 0.025739
Epoch 364
Validation prc-auc = 0.025626
Epoch 365
Validation prc-auc = 0.025192
Epoch 366
Validation prc-auc = 0.023892
Epoch 367
Loss = 1.3139e-01, PNorm = 113.9770, GNorm = 1.8204, lr_0 = 9.8288e-04
Loss = 8.8608e-04, PNorm = 113.9850, GNorm = 0.0544, lr_0 = 9.8286e-04
Validation prc-auc = 0.024794
Epoch 368
Validation prc-auc = 0.026014
Epoch 369
Validation prc-auc = 0.030587
Epoch 370
Validation prc-auc = 0.031573
Epoch 371
Validation prc-auc = 0.024485
Epoch 372
Loss = 4.6790e-02, PNorm = 114.2056, GNorm = 0.4181, lr_0 = 9.8262e-04
Loss = 6.8203e-02, PNorm = 114.2333, GNorm = 0.9568, lr_0 = 9.8260e-04
Validation prc-auc = 0.021115
Epoch 373
Validation prc-auc = 0.020199
Epoch 374
Validation prc-auc = 0.021038
Epoch 375
Validation prc-auc = 0.022103
Epoch 376
Validation prc-auc = 0.022257
Epoch 377
Loss = 1.5515e-01, PNorm = 114.5017, GNorm = 1.1738, lr_0 = 9.8237e-04
Validation prc-auc = 0.022430
Epoch 378
Validation prc-auc = 0.022460
Epoch 379
Validation prc-auc = 0.022689
Epoch 380
Validation prc-auc = 0.022894
Epoch 381
Validation prc-auc = 0.026142
Epoch 382
Loss = 1.0949e-01, PNorm = 114.7333, GNorm = 2.3198, lr_0 = 9.8211e-04
Validation prc-auc = 0.032977
Epoch 383
Validation prc-auc = 0.032102
Epoch 384
Validation prc-auc = 0.026961
Epoch 385
Validation prc-auc = 0.024402
Epoch 386
Loss = 2.9621e-01, PNorm = 115.2524, GNorm = 1.6532, lr_0 = 9.8189e-04
Loss = 2.0730e-02, PNorm = 115.2856, GNorm = 0.6333, lr_0 = 9.8187e-04
Validation prc-auc = 0.023842
Epoch 387
Validation prc-auc = 0.024832
Epoch 388
Validation prc-auc = 0.024909
Epoch 389
Validation prc-auc = 0.026890
Epoch 390
Validation prc-auc = 0.027726
Epoch 391
Loss = 2.5647e-02, PNorm = 115.6776, GNorm = 0.6876, lr_0 = 9.8163e-04
Validation prc-auc = 0.028952
Epoch 392
Validation prc-auc = 0.029555
Epoch 393
Validation prc-auc = 0.030070
Epoch 394
Validation prc-auc = 0.030279
Epoch 395
Validation prc-auc = 0.029623
Epoch 396
Loss = 1.5033e-02, PNorm = 115.8952, GNorm = 0.8404, lr_0 = 9.8138e-04
Validation prc-auc = 0.030213
Epoch 397
Validation prc-auc = 0.030232
Epoch 398
Validation prc-auc = 0.031534
Epoch 399
Validation prc-auc = 0.032345
Epoch 400
Loss = 3.7813e-02, PNorm = 116.0103, GNorm = 4.3416, lr_0 = 9.8116e-04
Loss = 1.1042e-02, PNorm = 116.0191, GNorm = 0.2323, lr_0 = 9.8114e-04
Validation prc-auc = 0.030326
Epoch 401
Validation prc-auc = 0.027495
Epoch 402
Validation prc-auc = 0.025646
Epoch 403
Validation prc-auc = 0.023254
Epoch 404
Validation prc-auc = 0.021923
Epoch 405
Loss = 1.0278e-01, PNorm = 116.1294, GNorm = 2.7326, lr_0 = 9.8089e-04
Loss = 5.5251e-04, PNorm = 116.1373, GNorm = 0.0203, lr_0 = 9.8088e-04
Validation prc-auc = 0.024086
Epoch 406
Validation prc-auc = 0.026246
Epoch 407
Validation prc-auc = 0.027777
Epoch 408
Validation prc-auc = 0.030107
Epoch 409
Validation prc-auc = 0.031422
Epoch 410
Loss = 1.7123e-01, PNorm = 116.2631, GNorm = 3.1987, lr_0 = 9.8065e-04
Validation prc-auc = 0.032148
Epoch 411
Validation prc-auc = 0.030566
Epoch 412
Validation prc-auc = 0.029152
Epoch 413
Validation prc-auc = 0.029572
Epoch 414
Validation prc-auc = 0.031093
Epoch 415
Loss = 8.7223e-03, PNorm = 116.4416, GNorm = 0.3264, lr_0 = 9.8039e-04
Validation prc-auc = 0.028252
Epoch 416
Validation prc-auc = 0.025432
Epoch 417
Validation prc-auc = 0.023269
Epoch 418
Validation prc-auc = 0.023275
Epoch 419
Loss = 3.0701e-01, PNorm = 116.7258, GNorm = 1.2456, lr_0 = 9.8016e-04
Loss = 2.3065e-02, PNorm = 116.7542, GNorm = 0.5135, lr_0 = 9.8015e-04
Validation prc-auc = 0.024896
Epoch 420
Validation prc-auc = 0.024603
Epoch 421
Validation prc-auc = 0.024470
Epoch 422
Validation prc-auc = 0.024194
Epoch 423
Validation prc-auc = 0.025066
Epoch 424
Loss = 4.3141e-02, PNorm = 117.1279, GNorm = 0.3172, lr_0 = 9.7990e-04
Validation prc-auc = 0.027660
Epoch 425
Validation prc-auc = 0.032952
Epoch 426
Validation prc-auc = 0.033860
Epoch 427
Validation prc-auc = 0.031741
Epoch 428
Validation prc-auc = 0.030392
Epoch 429
Loss = 2.1363e-02, PNorm = 117.4076, GNorm = 0.2319, lr_0 = 9.7966e-04
Validation prc-auc = 0.029989
Epoch 430
Validation prc-auc = 0.029219
Epoch 431
Validation prc-auc = 0.027630
Epoch 432
Validation prc-auc = 0.026872
Epoch 433
Loss = 2.7319e-02, PNorm = 117.6556, GNorm = 0.9555, lr_0 = 9.7942e-04
Validation prc-auc = 0.025980
Epoch 434
Validation prc-auc = 0.026823
Epoch 435
Validation prc-auc = 0.028779
Epoch 436
Validation prc-auc = 0.031480
Epoch 437
Validation prc-auc = 0.030491
Epoch 438
Loss = 5.4882e-02, PNorm = 117.8914, GNorm = 1.7527, lr_0 = 9.7917e-04
Loss = 3.9879e+00, PNorm = 117.9030, GNorm = 68.7637, lr_0 = 9.7916e-04
Validation prc-auc = 0.033281
Epoch 439
Validation prc-auc = 0.032507
Epoch 440
Validation prc-auc = 0.030655
Epoch 441
Validation prc-auc = 0.029159
Epoch 442
Validation prc-auc = 0.029976
Epoch 443
Loss = 1.9224e-01, PNorm = 118.5443, GNorm = 0.8928, lr_0 = 9.7893e-04
Validation prc-auc = 0.030223
Epoch 444
Validation prc-auc = 0.031375
Epoch 445
Validation prc-auc = 0.032185
Epoch 446
Validation prc-auc = 0.034105
Epoch 447
Validation prc-auc = 0.029626
Epoch 448
Loss = 1.1401e-01, PNorm = 119.2518, GNorm = 2.2398, lr_0 = 9.7867e-04
Validation prc-auc = 0.025229
Epoch 449
Validation prc-auc = 0.028192
Epoch 450
Validation prc-auc = 0.030664
Epoch 451
Validation prc-auc = 0.034546
Epoch 452
Loss = 2.1101e-01, PNorm = 119.7249, GNorm = 1.9918, lr_0 = 9.7845e-04
Loss = 3.9433e-01, PNorm = 119.7611, GNorm = 11.1589, lr_0 = 9.7843e-04
Validation prc-auc = 0.043465
Epoch 453
Validation prc-auc = 0.041871
Epoch 454
Validation prc-auc = 0.040791
Epoch 455
Validation prc-auc = 0.040236
Epoch 456
Validation prc-auc = 0.046420
Epoch 457
Loss = 1.6905e-01, PNorm = 120.2140, GNorm = 0.9404, lr_0 = 9.7819e-04
Loss = 7.3530e-02, PNorm = 120.2401, GNorm = 0.9964, lr_0 = 9.7817e-04
Validation prc-auc = 0.049125
Epoch 458
Validation prc-auc = 0.049326
Epoch 459
Validation prc-auc = 0.049319
Epoch 460
Validation prc-auc = 0.050065
Epoch 461
Validation prc-auc = 0.045471
Epoch 462
Loss = 9.0633e-02, PNorm = 120.5416, GNorm = 0.7569, lr_0 = 9.7794e-04
Validation prc-auc = 0.042338
Epoch 463
Validation prc-auc = 0.036494
Epoch 464
Validation prc-auc = 0.033561
Epoch 465
Validation prc-auc = 0.032579
Epoch 466
Loss = 1.0874e-01, PNorm = 120.7765, GNorm = 6.7323, lr_0 = 9.7770e-04
Validation prc-auc = 0.033422
Epoch 467
Validation prc-auc = 0.034367
Epoch 468
Validation prc-auc = 0.032465
Epoch 469
Validation prc-auc = 0.032521
Epoch 470
Validation prc-auc = 0.032461
Epoch 471
Loss = 3.9457e-02, PNorm = 121.0355, GNorm = 0.3547, lr_0 = 9.7746e-04
Loss = 7.8643e-01, PNorm = 121.0512, GNorm = 11.7877, lr_0 = 9.7744e-04
Validation prc-auc = 0.031950
Epoch 472
Validation prc-auc = 0.031949
Epoch 473
Validation prc-auc = 0.032415
Epoch 474
Validation prc-auc = 0.033538
Epoch 475
Validation prc-auc = 0.035312
Epoch 476
Loss = 7.7242e-02, PNorm = 121.3095, GNorm = 1.1698, lr_0 = 9.7721e-04
Validation prc-auc = 0.037029
Epoch 477
Validation prc-auc = 0.038273
Epoch 478
Validation prc-auc = 0.038036
Epoch 479
Validation prc-auc = 0.034638
Epoch 480
Validation prc-auc = 0.033781
Epoch 481
Loss = 6.1379e-02, PNorm = 121.5513, GNorm = 1.6394, lr_0 = 9.7695e-04
Validation prc-auc = 0.036062
Epoch 482
Validation prc-auc = 0.039198
Epoch 483
Validation prc-auc = 0.037807
Epoch 484
Validation prc-auc = 0.031080
Epoch 485
Loss = 1.3970e-01, PNorm = 121.7451, GNorm = 2.0090, lr_0 = 9.7673e-04
Loss = 7.1233e-03, PNorm = 121.7633, GNorm = 0.1699, lr_0 = 9.7671e-04
Validation prc-auc = 0.032081
Epoch 486
Validation prc-auc = 0.032465
Epoch 487
Validation prc-auc = 0.031342
Epoch 488
Validation prc-auc = 0.030974
Epoch 489
Validation prc-auc = 0.030788
Epoch 490
Loss = 1.1780e-01, PNorm = 121.9767, GNorm = 0.9791, lr_0 = 9.7647e-04
Loss = 3.9977e-03, PNorm = 121.9867, GNorm = 0.1512, lr_0 = 9.7645e-04
Validation prc-auc = 0.032123
Epoch 491
Validation prc-auc = 0.031983
Epoch 492
Validation prc-auc = 0.030777
Epoch 493
Validation prc-auc = 0.030376
Epoch 494
Validation prc-auc = 0.029829
Epoch 495
Loss = 5.6073e-03, PNorm = 122.0918, GNorm = 0.1229, lr_0 = 9.7623e-04
Validation prc-auc = 0.028826
Epoch 496
Validation prc-auc = 0.029845
Epoch 497
Validation prc-auc = 0.030887
Epoch 498
Validation prc-auc = 0.031397
Epoch 499
Loss = 3.1427e-02, PNorm = 122.1765, GNorm = 0.1024, lr_0 = 9.7599e-04
Validation prc-auc = 0.032387
Epoch 500
Validation prc-auc = 0.030907
Epoch 501
Validation prc-auc = 0.029709
Epoch 502
Validation prc-auc = 0.028447
Epoch 503
Validation prc-auc = 0.026855
Epoch 504
Loss = 1.1987e-01, PNorm = 122.2457, GNorm = 1.8369, lr_0 = 9.7574e-04
Loss = 1.1567e-03, PNorm = 122.2502, GNorm = 0.0365, lr_0 = 9.7573e-04
Validation prc-auc = 0.026633
Epoch 505
Validation prc-auc = 0.025869
Epoch 506
Validation prc-auc = 0.025970
Epoch 507
Validation prc-auc = 0.027379
Epoch 508
Validation prc-auc = 0.028638
Epoch 509
Loss = 3.8193e-02, PNorm = 122.3195, GNorm = 0.6831, lr_0 = 9.7550e-04
Validation prc-auc = 0.028907
Epoch 510
Validation prc-auc = 0.029577
Epoch 511
Validation prc-auc = 0.030468
Epoch 512
Validation prc-auc = 0.032296
Epoch 513
Validation prc-auc = 0.034501
Epoch 514
Loss = 4.7850e-03, PNorm = 122.4251, GNorm = 0.0751, lr_0 = 9.7524e-04
Validation prc-auc = 0.035891
Epoch 515
Validation prc-auc = 0.036572
Epoch 516
Validation prc-auc = 0.036481
Epoch 517
Validation prc-auc = 0.034479
Epoch 518
Loss = 6.7884e-02, PNorm = 122.5941, GNorm = 2.4070, lr_0 = 9.7502e-04
Loss = 1.0478e-03, PNorm = 122.6050, GNorm = 0.0307, lr_0 = 9.7500e-04
Validation prc-auc = 0.034781
Epoch 519
Validation prc-auc = 0.033701
Epoch 520
Validation prc-auc = 0.033459
Epoch 521
Validation prc-auc = 0.032958
Epoch 522
Validation prc-auc = 0.033899
Epoch 523
Loss = 1.2702e-02, PNorm = 122.7269, GNorm = 0.5930, lr_0 = 9.7476e-04
Loss = 8.1697e-04, PNorm = 122.7340, GNorm = 0.0455, lr_0 = 9.7474e-04
Validation prc-auc = 0.034090
Epoch 524
Validation prc-auc = 0.034102
Epoch 525
Validation prc-auc = 0.032967
Epoch 526
Validation prc-auc = 0.032517
Epoch 527
Validation prc-auc = 0.032714
Epoch 528
Loss = 4.6269e-03, PNorm = 122.8165, GNorm = 0.1259, lr_0 = 9.7452e-04
Validation prc-auc = 0.031763
Epoch 529
Validation prc-auc = 0.030384
Epoch 530
Validation prc-auc = 0.029173
Epoch 531
Validation prc-auc = 0.030815
Epoch 532
Validation prc-auc = 0.031576
Epoch 533
Loss = 2.6727e-02, PNorm = 122.8774, GNorm = 0.6880, lr_0 = 9.7426e-04
Validation prc-auc = 0.032133
Epoch 534
Validation prc-auc = 0.032687
Epoch 535
Validation prc-auc = 0.032807
Epoch 536
Validation prc-auc = 0.034303
Epoch 537
Loss = 2.8936e-02, PNorm = 122.9531, GNorm = 0.1644, lr_0 = 9.7403e-04
Loss = 1.0087e-02, PNorm = 122.9587, GNorm = 0.3347, lr_0 = 9.7401e-04
Validation prc-auc = 0.035001
Epoch 538
Validation prc-auc = 0.035554
Epoch 539
Validation prc-auc = 0.035676
Epoch 540
Validation prc-auc = 0.035549
Epoch 541
Validation prc-auc = 0.035415
Epoch 542
Loss = 4.2580e-03, PNorm = 123.0175, GNorm = 0.0882, lr_0 = 9.7379e-04
Validation prc-auc = 0.035677
Epoch 543
Validation prc-auc = 0.039121
Epoch 544
Validation prc-auc = 0.039282
Epoch 545
Validation prc-auc = 0.036499
Epoch 546
Validation prc-auc = 0.032354
Epoch 547
Loss = 5.8807e-02, PNorm = 123.2273, GNorm = 1.4757, lr_0 = 9.7353e-04
Validation prc-auc = 0.034010
Epoch 548
Validation prc-auc = 0.038231
Epoch 549
Validation prc-auc = 0.040204
Epoch 550
Validation prc-auc = 0.039797
Epoch 551
Loss = 7.8573e-02, PNorm = 123.4635, GNorm = 1.2971, lr_0 = 9.7331e-04
Loss = 3.9648e-02, PNorm = 123.4804, GNorm = 0.7426, lr_0 = 9.7329e-04
Validation prc-auc = 0.038175
Epoch 552
Validation prc-auc = 0.038415
Epoch 553
Validation prc-auc = 0.039039
Epoch 554
Validation prc-auc = 0.038595
Epoch 555
Validation prc-auc = 0.037330
Epoch 556
Loss = 9.4623e-03, PNorm = 123.6650, GNorm = 0.1771, lr_0 = 9.7305e-04
Loss = 1.5416e-02, PNorm = 123.6744, GNorm = 1.2401, lr_0 = 9.7303e-04
Validation prc-auc = 0.036915
Epoch 557
Validation prc-auc = 0.038042
Epoch 558
Validation prc-auc = 0.039465
Epoch 559
Validation prc-auc = 0.040108
Epoch 560
Validation prc-auc = 0.041118
Epoch 561
Loss = 9.2559e-02, PNorm = 123.7851, GNorm = 0.8487, lr_0 = 9.7281e-04
Validation prc-auc = 0.041301
Epoch 562
Validation prc-auc = 0.041881
Epoch 563
Validation prc-auc = 0.040021
Epoch 564
Validation prc-auc = 0.040611
Epoch 565
Validation prc-auc = 0.040004
Epoch 566
Loss = 8.5413e-03, PNorm = 123.8793, GNorm = 0.1766, lr_0 = 9.7255e-04
Validation prc-auc = 0.041281
Epoch 567
Validation prc-auc = 0.042486
Epoch 568
Validation prc-auc = 0.041589
Epoch 569
Validation prc-auc = 0.042124
Epoch 570
Loss = 2.2956e-01, PNorm = 123.9643, GNorm = 2.2867, lr_0 = 9.7232e-04
Loss = 1.0919e-02, PNorm = 123.9673, GNorm = 0.2945, lr_0 = 9.7231e-04
Validation prc-auc = 0.042711
Epoch 571
Validation prc-auc = 0.043365
Epoch 572
Validation prc-auc = 0.043996
Epoch 573
Validation prc-auc = 0.044686
Epoch 574
Validation prc-auc = 0.042428
Epoch 575
Loss = 2.6706e-01, PNorm = 124.0559, GNorm = 1.5885, lr_0 = 9.7208e-04
Validation prc-auc = 0.038398
Epoch 576
Validation prc-auc = 0.031921
Epoch 577
Validation prc-auc = 0.033785
Epoch 578
Validation prc-auc = 0.035234
Epoch 579
Validation prc-auc = 0.034243
Epoch 580
Loss = 7.8124e-02, PNorm = 124.3552, GNorm = 1.9783, lr_0 = 9.7182e-04
Validation prc-auc = 0.031694
Epoch 581
Validation prc-auc = 0.030120
Epoch 582
Validation prc-auc = 0.029158
Epoch 583
Validation prc-auc = 0.028738
Epoch 584
Loss = 6.4739e-02, PNorm = 124.6759, GNorm = 1.2216, lr_0 = 9.7160e-04
Loss = 3.9973e-02, PNorm = 124.6964, GNorm = 1.3269, lr_0 = 9.7158e-04
Validation prc-auc = 0.028272
Epoch 585
Validation prc-auc = 0.028877
Epoch 586
Validation prc-auc = 0.029630
Epoch 587
Validation prc-auc = 0.029548
Epoch 588
Validation prc-auc = 0.028084
Epoch 589
Loss = 2.9439e-02, PNorm = 124.9439, GNorm = 0.2838, lr_0 = 9.7134e-04
Loss = 5.6045e-03, PNorm = 124.9594, GNorm = 0.1644, lr_0 = 9.7132e-04
Validation prc-auc = 0.027201
Epoch 590
Validation prc-auc = 0.027073
Epoch 591
Validation prc-auc = 0.026619
Epoch 592
Validation prc-auc = 0.026905
Epoch 593
Validation prc-auc = 0.031219
Epoch 594
Loss = 5.4813e-03, PNorm = 125.1227, GNorm = 0.1293, lr_0 = 9.7110e-04
Validation prc-auc = 0.029325
Epoch 595
Validation prc-auc = 0.028800
Epoch 596
Validation prc-auc = 0.029081
Epoch 597
Validation prc-auc = 0.029926
Epoch 598
Validation prc-auc = 0.031144
Epoch 599
Loss = 1.3650e-01, PNorm = 125.3538, GNorm = 2.9737, lr_0 = 9.7084e-04
Validation prc-auc = 0.033197
Epoch 600
Validation prc-auc = 0.030397
Epoch 601
Validation prc-auc = 0.029860
Epoch 602
Validation prc-auc = 0.029776
Epoch 603
Loss = 6.8023e-02, PNorm = 125.7493, GNorm = 0.9497, lr_0 = 9.7062e-04
Loss = 1.6296e-02, PNorm = 125.7816, GNorm = 0.4598, lr_0 = 9.7060e-04
Validation prc-auc = 0.031410
Epoch 604
Validation prc-auc = 0.031802
Epoch 605
Validation prc-auc = 0.031865
Epoch 606
Validation prc-auc = 0.031511
Epoch 607
Validation prc-auc = 0.032363
Epoch 608
Loss = 8.8662e-03, PNorm = 126.1205, GNorm = 0.1223, lr_0 = 9.7036e-04
Validation prc-auc = 0.034203
Epoch 609
Validation prc-auc = 0.035075
Epoch 610
Validation prc-auc = 0.035670
Epoch 611
Validation prc-auc = 0.036057
Epoch 612
Validation prc-auc = 0.037151
Epoch 613
Loss = 1.3728e-01, PNorm = 126.3050, GNorm = 1.0670, lr_0 = 9.7012e-04
Validation prc-auc = 0.036577
Epoch 614
Validation prc-auc = 0.037188
Epoch 615
Validation prc-auc = 0.038138
Epoch 616
Validation prc-auc = 0.037409
Epoch 617
Loss = 1.1043e-02, PNorm = 126.4124, GNorm = 0.5079, lr_0 = 9.6990e-04
Loss = 6.0924e-03, PNorm = 126.4191, GNorm = 0.1664, lr_0 = 9.6988e-04
Validation prc-auc = 0.037517
Epoch 618
Validation prc-auc = 0.037256
Epoch 619
Validation prc-auc = 0.037278
Epoch 620
Validation prc-auc = 0.036980
Epoch 621
Validation prc-auc = 0.036255
Epoch 622
Loss = 7.7936e-02, PNorm = 126.4947, GNorm = 1.0531, lr_0 = 9.6964e-04
Loss = 3.2261e-03, PNorm = 126.4990, GNorm = 0.0979, lr_0 = 9.6962e-04
Validation prc-auc = 0.035923
Epoch 623
Validation prc-auc = 0.035569
Epoch 624
Validation prc-auc = 0.036305
Epoch 625
Validation prc-auc = 0.035509
Epoch 626
Validation prc-auc = 0.034755
Epoch 627
Loss = 9.4272e-03, PNorm = 126.5614, GNorm = 0.3206, lr_0 = 9.6940e-04
Validation prc-auc = 0.034055
Epoch 628
Validation prc-auc = 0.033687
Epoch 629
Validation prc-auc = 0.033023
Epoch 630
Validation prc-auc = 0.032693
Epoch 631
Validation prc-auc = 0.030982
Epoch 632
Loss = 2.4444e-03, PNorm = 126.6248, GNorm = 0.0633, lr_0 = 9.6914e-04
Validation prc-auc = 0.026254
Epoch 633
Validation prc-auc = 0.026127
Epoch 634
Validation prc-auc = 0.028021
Epoch 635
Validation prc-auc = 0.029955
Epoch 636
Loss = 3.9516e-02, PNorm = 126.7668, GNorm = 0.3646, lr_0 = 9.6892e-04
Loss = 6.0340e-02, PNorm = 126.7801, GNorm = 3.0235, lr_0 = 9.6890e-04
Validation prc-auc = 0.031229
Epoch 637
Validation prc-auc = 0.032299
Epoch 638
Validation prc-auc = 0.034337
Epoch 639
Validation prc-auc = 0.034484
Epoch 640
Validation prc-auc = 0.033816
Epoch 641
Loss = 4.8809e-02, PNorm = 126.9712, GNorm = 0.8054, lr_0 = 9.6866e-04
Validation prc-auc = 0.033825
Epoch 642
Validation prc-auc = 0.033953
Epoch 643
Validation prc-auc = 0.034085
Epoch 644
Validation prc-auc = 0.034816
Epoch 645
Validation prc-auc = 0.034679
Epoch 646
Loss = 3.1639e-02, PNorm = 127.0829, GNorm = 1.6824, lr_0 = 9.6842e-04
Validation prc-auc = 0.032226
Epoch 647
Validation prc-auc = 0.031029
Epoch 648
Validation prc-auc = 0.030991
Epoch 649
Validation prc-auc = 0.031219
Epoch 650
Loss = 1.5189e-02, PNorm = 127.2312, GNorm = 0.9958, lr_0 = 9.6820e-04
Loss = 2.2687e-04, PNorm = 127.2409, GNorm = 0.0095, lr_0 = 9.6818e-04
Validation prc-auc = 0.031913
Epoch 651
Validation prc-auc = 0.032237
Epoch 652
Validation prc-auc = 0.031802
Epoch 653
Validation prc-auc = 0.031185
Epoch 654
Validation prc-auc = 0.030881
Epoch 655
Loss = 8.7567e-04, PNorm = 127.3612, GNorm = 0.0309, lr_0 = 9.6794e-04
Loss = 8.6805e-03, PNorm = 127.3725, GNorm = 0.2742, lr_0 = 9.6792e-04
Validation prc-auc = 0.031261
Epoch 656
Validation prc-auc = 0.031138
Epoch 657
Validation prc-auc = 0.031410
Epoch 658
Validation prc-auc = 0.032047
Epoch 659
Validation prc-auc = 0.034223
Epoch 660
Loss = 1.2466e-02, PNorm = 127.4922, GNorm = 0.3878, lr_0 = 9.6770e-04
Validation prc-auc = 0.035688
Epoch 661
Validation prc-auc = 0.033862
Epoch 662
Validation prc-auc = 0.031589
Epoch 663
Validation prc-auc = 0.030927
Epoch 664
Validation prc-auc = 0.030357
Epoch 665
Loss = 3.6240e-02, PNorm = 127.6586, GNorm = 1.0389, lr_0 = 9.6744e-04
Validation prc-auc = 0.029475
Epoch 666
Validation prc-auc = 0.028961
Epoch 667
Validation prc-auc = 0.028592
Epoch 668
Validation prc-auc = 0.028252
Epoch 669
Loss = 2.5125e-03, PNorm = 127.7753, GNorm = 0.0221, lr_0 = 9.6722e-04
Loss = 7.6941e-05, PNorm = 127.7833, GNorm = 0.0035, lr_0 = 9.6720e-04
Validation prc-auc = 0.028066
Epoch 670
Validation prc-auc = 0.028153
Epoch 671
Validation prc-auc = 0.028552
Epoch 672
Validation prc-auc = 0.028821
Epoch 673
Validation prc-auc = 0.028692
Epoch 674
Loss = 7.7293e-03, PNorm = 127.8580, GNorm = 0.1690, lr_0 = 9.6696e-04
Validation prc-auc = 0.030437
Epoch 675
Validation prc-auc = 0.031271
Epoch 676
Validation prc-auc = 0.030140
Epoch 677
Validation prc-auc = 0.030573
Epoch 678
Validation prc-auc = 0.027977
Epoch 679
Loss = 1.5992e-01, PNorm = 128.0447, GNorm = 1.2143, lr_0 = 9.6672e-04
Validation prc-auc = 0.027853
Epoch 680
Validation prc-auc = 0.029783
Epoch 681
Validation prc-auc = 0.030543
Epoch 682
Validation prc-auc = 0.031071
Epoch 683
Loss = 4.7728e-02, PNorm = 128.1906, GNorm = 0.2614, lr_0 = 9.6648e-04
Validation prc-auc = 0.031827
Epoch 684
Validation prc-auc = 0.032542
Epoch 685
Validation prc-auc = 0.032359
Epoch 686
Validation prc-auc = 0.032870
Epoch 687
Validation prc-auc = 0.033009
Epoch 688
Loss = 1.5847e-01, PNorm = 128.3043, GNorm = 1.2182, lr_0 = 9.6624e-04
Loss = 3.5679e-03, PNorm = 128.3095, GNorm = 0.1046, lr_0 = 9.6622e-04
Validation prc-auc = 0.033048
Epoch 689
Validation prc-auc = 0.032771
Epoch 690
Validation prc-auc = 0.032335
Epoch 691
Validation prc-auc = 0.032310
Epoch 692
Validation prc-auc = 0.031348
Epoch 693
Loss = 1.5299e-02, PNorm = 128.3771, GNorm = 0.2613, lr_0 = 9.6600e-04
Validation prc-auc = 0.029454
Epoch 694
Validation prc-auc = 0.027894
Epoch 695
Validation prc-auc = 0.028066
Epoch 696
Validation prc-auc = 0.029122
Epoch 697
Validation prc-auc = 0.029844
Epoch 698
Loss = 2.0392e-02, PNorm = 128.5084, GNorm = 0.5781, lr_0 = 9.6574e-04
Validation prc-auc = 0.030043
Epoch 699
Validation prc-auc = 0.030139
Epoch 700
Validation prc-auc = 0.030255
Epoch 701
Validation prc-auc = 0.030026
Epoch 702
Loss = 8.5483e-02, PNorm = 128.6389, GNorm = 0.1592, lr_0 = 9.6552e-04
Loss = 7.7222e-03, PNorm = 128.6497, GNorm = 0.2195, lr_0 = 9.6550e-04
Validation prc-auc = 0.029285
Epoch 703
Validation prc-auc = 0.029582
Epoch 704
Validation prc-auc = 0.032891
Epoch 705
Validation prc-auc = 0.034601
Epoch 706
Validation prc-auc = 0.034591
Epoch 707
Loss = 3.3913e-02, PNorm = 128.7796, GNorm = 1.3946, lr_0 = 9.6526e-04
Loss = 7.0648e-03, PNorm = 128.7884, GNorm = 0.1696, lr_0 = 9.6525e-04
Validation prc-auc = 0.034431
Epoch 708
Validation prc-auc = 0.034169
Epoch 709
Validation prc-auc = 0.035051
Epoch 710
Validation prc-auc = 0.035901
Epoch 711
Validation prc-auc = 0.036772
Epoch 712
Loss = 8.9086e-03, PNorm = 128.8871, GNorm = 0.1757, lr_0 = 9.6502e-04
Validation prc-auc = 0.037614
Epoch 713
Validation prc-auc = 0.038062
Epoch 714
Validation prc-auc = 0.037967
Epoch 715
Validation prc-auc = 0.037469
Epoch 716
Loss = 3.6551e-02, PNorm = 128.9913, GNorm = 0.0009, lr_0 = 9.6479e-04
Validation prc-auc = 0.036490
Epoch 717
Validation prc-auc = 0.036758
Epoch 718
Validation prc-auc = 0.036934
Epoch 719
Validation prc-auc = 0.035477
Epoch 720
Validation prc-auc = 0.034047
Epoch 721
Loss = 1.8471e-02, PNorm = 129.0880, GNorm = 1.9582, lr_0 = 9.6455e-04
Loss = 2.0664e-04, PNorm = 129.0939, GNorm = 0.0082, lr_0 = 9.6453e-04
Validation prc-auc = 0.034781
Epoch 722
Validation prc-auc = 0.034878
Epoch 723
Validation prc-auc = 0.034030
Epoch 724
Validation prc-auc = 0.033227
Epoch 725
Validation prc-auc = 0.032543
Epoch 726
Loss = 1.5152e-03, PNorm = 129.1618, GNorm = 0.0426, lr_0 = 9.6431e-04
Validation prc-auc = 0.031964
Epoch 727
Validation prc-auc = 0.031057
Epoch 728
Validation prc-auc = 0.030789
Epoch 729
Validation prc-auc = 0.030656
Epoch 730
Validation prc-auc = 0.031321
Epoch 731
Loss = 7.4603e-02, PNorm = 129.2197, GNorm = 1.8128, lr_0 = 9.6405e-04
Validation prc-auc = 0.029987
Epoch 732
Validation prc-auc = 0.029633
Epoch 733
Validation prc-auc = 0.030224
Epoch 734
Validation prc-auc = 0.030943
Epoch 735
Loss = 4.4920e-02, PNorm = 129.2868, GNorm = 0.1331, lr_0 = 9.6383e-04
Loss = 3.9753e-05, PNorm = 129.2920, GNorm = 0.0023, lr_0 = 9.6381e-04
Validation prc-auc = 0.031305
Epoch 736
Validation prc-auc = 0.031585
Epoch 737
Validation prc-auc = 0.032452
Epoch 738
Validation prc-auc = 0.032722
Epoch 739
Validation prc-auc = 0.032373
Epoch 740
Loss = 4.7424e-02, PNorm = 129.3726, GNorm = 0.0503, lr_0 = 9.6357e-04
Loss = 1.0940e-01, PNorm = 129.3813, GNorm = 18.2461, lr_0 = 9.6355e-04
Validation prc-auc = 0.033802
Epoch 741
Validation prc-auc = 0.032469
Epoch 742
Validation prc-auc = 0.034885
Epoch 743
Validation prc-auc = 0.034500
Epoch 744
Validation prc-auc = 0.032674
Epoch 745
Loss = 8.9823e-02, PNorm = 129.6466, GNorm = 2.7285, lr_0 = 9.6333e-04
Validation prc-auc = 0.033761
Epoch 746
Validation prc-auc = 0.033470
Epoch 747
Validation prc-auc = 0.034256
Epoch 748
Validation prc-auc = 0.035375
Epoch 749
Loss = 1.3520e-01, PNorm = 129.8989, GNorm = 0.4872, lr_0 = 9.6309e-04
Validation prc-auc = 0.033008
Epoch 750
Validation prc-auc = 0.034826
Epoch 751
Validation prc-auc = 0.035194
Epoch 752
Validation prc-auc = 0.037294
Epoch 753
Validation prc-auc = 0.039609
Epoch 754
Loss = 3.5455e-02, PNorm = 130.2013, GNorm = 0.3254, lr_0 = 9.6285e-04
Loss = 8.4724e-03, PNorm = 130.2193, GNorm = 0.2071, lr_0 = 9.6284e-04
Validation prc-auc = 0.041897
Epoch 755
Validation prc-auc = 0.042297
Epoch 756
Validation prc-auc = 0.042599
Epoch 757
Validation prc-auc = 0.041016
Epoch 758
Validation prc-auc = 0.034471
Epoch 759
Loss = 3.0153e-02, PNorm = 130.4404, GNorm = 0.4177, lr_0 = 9.6262e-04
Validation prc-auc = 0.029561
Epoch 760
Validation prc-auc = 0.025672
Epoch 761
Validation prc-auc = 0.024382
Epoch 762
Validation prc-auc = 0.024292
Epoch 763
Validation prc-auc = 0.026467
Epoch 764
Loss = 9.3763e-02, PNorm = 130.7401, GNorm = 1.6360, lr_0 = 9.6236e-04
Validation prc-auc = 0.028119
Epoch 765
Validation prc-auc = 0.028596
Epoch 766
Validation prc-auc = 0.028823
Epoch 767
Validation prc-auc = 0.030124
Epoch 768
Loss = 3.7567e-02, PNorm = 131.0141, GNorm = 0.7820, lr_0 = 9.6214e-04
Loss = 2.9501e-02, PNorm = 131.0354, GNorm = 0.8193, lr_0 = 9.6212e-04
Validation prc-auc = 0.029924
Epoch 769
Validation prc-auc = 0.029660
Epoch 770
Validation prc-auc = 0.031018
Epoch 771
Validation prc-auc = 0.032261
Epoch 772
Validation prc-auc = 0.032155
Epoch 773
Loss = 8.7515e-02, PNorm = 131.2769, GNorm = 0.4414, lr_0 = 9.6188e-04
Loss = 1.1199e-02, PNorm = 131.2920, GNorm = 0.3398, lr_0 = 9.6186e-04
Validation prc-auc = 0.032042
Epoch 774
Validation prc-auc = 0.033876
Epoch 775
Validation prc-auc = 0.034481
Epoch 776
Validation prc-auc = 0.032876
Epoch 777
Validation prc-auc = 0.034219
Epoch 778
Loss = 1.0019e-01, PNorm = 131.4597, GNorm = 3.4662, lr_0 = 9.6164e-04
Validation prc-auc = 0.035714
Epoch 779
Validation prc-auc = 0.039643
Epoch 780
Validation prc-auc = 0.042234
Epoch 781
Validation prc-auc = 0.041413
Epoch 782
Validation prc-auc = 0.041393
Epoch 783
Loss = 1.9431e-01, PNorm = 131.7072, GNorm = 4.1024, lr_0 = 9.6139e-04
Validation prc-auc = 0.037704
Epoch 784
Validation prc-auc = 0.036728
Epoch 785
Validation prc-auc = 0.033003
Epoch 786
Validation prc-auc = 0.032315
Epoch 787
Loss = 4.4335e-02, PNorm = 131.9606, GNorm = 1.5669, lr_0 = 9.6117e-04
Loss = 1.2667e-01, PNorm = 131.9893, GNorm = 4.1300, lr_0 = 9.6115e-04
Validation prc-auc = 0.030274
Epoch 788
Validation prc-auc = 0.031781
Epoch 789
Validation prc-auc = 0.031843
Epoch 790
Validation prc-auc = 0.030983
Epoch 791
Validation prc-auc = 0.031319
Epoch 792
Loss = 1.9733e-01, PNorm = 132.3289, GNorm = 1.4245, lr_0 = 9.6093e-04
Validation prc-auc = 0.032994
Epoch 793
Validation prc-auc = 0.034729
Epoch 794
Validation prc-auc = 0.035787
Epoch 795
Validation prc-auc = 0.035982
Epoch 796
Validation prc-auc = 0.036007
Epoch 797
Loss = 1.3616e-01, PNorm = 132.6042, GNorm = 0.7884, lr_0 = 9.6067e-04
Validation prc-auc = 0.035280
Epoch 798
Validation prc-auc = 0.034593
Epoch 799
Validation prc-auc = 0.034362
Epoch 800
Validation prc-auc = 0.034964
Epoch 801
Loss = 1.0692e-01, PNorm = 132.7352, GNorm = 1.3458, lr_0 = 9.6045e-04
Loss = 1.0055e-02, PNorm = 132.7417, GNorm = 0.2454, lr_0 = 9.6043e-04
Validation prc-auc = 0.034933
Epoch 802
Validation prc-auc = 0.035294
Epoch 803
Validation prc-auc = 0.034921
Epoch 804
Validation prc-auc = 0.034226
Epoch 805
Validation prc-auc = 0.033482
Epoch 806
Loss = 8.7688e-03, PNorm = 132.8213, GNorm = 0.1528, lr_0 = 9.6019e-04
Loss = 1.8879e-04, PNorm = 132.8260, GNorm = 0.0081, lr_0 = 9.6018e-04
Validation prc-auc = 0.033484
Epoch 807
Validation prc-auc = 0.033200
Epoch 808
Validation prc-auc = 0.033376
Epoch 809
Validation prc-auc = 0.034864
Epoch 810
Validation prc-auc = 0.035920
Epoch 811
Loss = 5.2927e-02, PNorm = 132.8766, GNorm = 0.7937, lr_0 = 9.5996e-04
Validation prc-auc = 0.035026
Epoch 812
Validation prc-auc = 0.031623
Epoch 813
Validation prc-auc = 0.029118
Epoch 814
Validation prc-auc = 0.028260
Epoch 815
Validation prc-auc = 0.029643
Epoch 816
Loss = 2.9537e-02, PNorm = 133.0095, GNorm = 0.6888, lr_0 = 9.5970e-04
Validation prc-auc = 0.031617
Epoch 817
Validation prc-auc = 0.031969
Epoch 818
Validation prc-auc = 0.032478
Epoch 819
Validation prc-auc = 0.032617
Epoch 820
Loss = 1.5454e-01, PNorm = 133.1400, GNorm = 1.4888, lr_0 = 9.5948e-04
Loss = 6.3515e-03, PNorm = 133.1465, GNorm = 0.1561, lr_0 = 9.5946e-04
Validation prc-auc = 0.032929
Epoch 821
Validation prc-auc = 0.033050
Epoch 822
Validation prc-auc = 0.033742
Epoch 823
Validation prc-auc = 0.034495
Epoch 824
Validation prc-auc = 0.034742
Epoch 825
Loss = 5.7333e-03, PNorm = 133.2363, GNorm = 0.1291, lr_0 = 9.5924e-04
Validation prc-auc = 0.034230
Epoch 826
Validation prc-auc = 0.033803
Epoch 827
Validation prc-auc = 0.033314
Epoch 828
Validation prc-auc = 0.033433
Epoch 829
Validation prc-auc = 0.033015
Epoch 830
Loss = 8.4273e-03, PNorm = 133.3577, GNorm = 0.1679, lr_0 = 9.5899e-04
Validation prc-auc = 0.032704
Epoch 831
Validation prc-auc = 0.029656
Epoch 832
Validation prc-auc = 0.031902
Epoch 833
Validation prc-auc = 0.031900
Epoch 834
Loss = 3.1824e-02, PNorm = 133.4706, GNorm = 0.6691, lr_0 = 9.5877e-04
Loss = 4.1734e-02, PNorm = 133.4871, GNorm = 1.3729, lr_0 = 9.5875e-04
Validation prc-auc = 0.030485
Epoch 835
Validation prc-auc = 0.031637
Epoch 836
Validation prc-auc = 0.034648
Epoch 837
Validation prc-auc = 0.036048
Epoch 838
Validation prc-auc = 0.035736
Epoch 839
Loss = 4.9777e-02, PNorm = 133.7042, GNorm = 1.0351, lr_0 = 9.5851e-04
Loss = 8.7653e-03, PNorm = 133.7189, GNorm = 0.2389, lr_0 = 9.5849e-04
Validation prc-auc = 0.035846
Epoch 840
Validation prc-auc = 0.035465
Epoch 841
Validation prc-auc = 0.036707
Epoch 842
Validation prc-auc = 0.037532
Epoch 843
Validation prc-auc = 0.037296
Epoch 844
Loss = 8.3113e-03, PNorm = 133.8772, GNorm = 0.1483, lr_0 = 9.5827e-04
Validation prc-auc = 0.037831
Epoch 845
Validation prc-auc = 0.037574
Epoch 846
Validation prc-auc = 0.037416
Epoch 847
Validation prc-auc = 0.038718
Epoch 848
Validation prc-auc = 0.039895
Epoch 849
Loss = 3.7138e-03, PNorm = 134.0065, GNorm = 0.0898, lr_0 = 9.5802e-04
Validation prc-auc = 0.041499
Epoch 850
Validation prc-auc = 0.041797
Epoch 851
Validation prc-auc = 0.041399
Epoch 852
Validation prc-auc = 0.040493
Epoch 853
Loss = 6.8490e-02, PNorm = 134.1107, GNorm = 2.7771, lr_0 = 9.5780e-04
Loss = 1.9844e-03, PNorm = 134.1174, GNorm = 0.0826, lr_0 = 9.5778e-04
Validation prc-auc = 0.038804
Epoch 854
Validation prc-auc = 0.038173
Epoch 855
Validation prc-auc = 0.037886
Epoch 856
Validation prc-auc = 0.037457
Epoch 857
Validation prc-auc = 0.036485
Epoch 858
Loss = 2.6294e-02, PNorm = 134.2063, GNorm = 0.3221, lr_0 = 9.5754e-04
Validation prc-auc = 0.036797
Epoch 859
Validation prc-auc = 0.037561
Epoch 860
Validation prc-auc = 0.038570
Epoch 861
Validation prc-auc = 0.037710
Epoch 862
Validation prc-auc = 0.037688
Epoch 863
Loss = 1.6443e-02, PNorm = 134.2647, GNorm = 0.7365, lr_0 = 9.5730e-04
Validation prc-auc = 0.036223
Epoch 864
Validation prc-auc = 0.034906
Epoch 865
Validation prc-auc = 0.034695
Epoch 866
Validation prc-auc = 0.034314
Epoch 867
Loss = 4.7476e-02, PNorm = 134.3503, GNorm = 1.0567, lr_0 = 9.5708e-04
Loss = 2.1163e-03, PNorm = 134.3585, GNorm = 0.0735, lr_0 = 9.5707e-04
Validation prc-auc = 0.034720
Epoch 868
Validation prc-auc = 0.034751
Epoch 869
Validation prc-auc = 0.034727
Epoch 870
Validation prc-auc = 0.035160
Epoch 871
Validation prc-auc = 0.035468
Epoch 872
Loss = 4.8090e-02, PNorm = 134.4816, GNorm = 2.8428, lr_0 = 9.5683e-04
Loss = 4.7142e-05, PNorm = 134.4863, GNorm = 0.0023, lr_0 = 9.5681e-04
Validation prc-auc = 0.033388
Epoch 873
Validation prc-auc = 0.033067
Epoch 874
Validation prc-auc = 0.033746
Epoch 875
Validation prc-auc = 0.033561
Epoch 876
Validation prc-auc = 0.033214
Epoch 877
Loss = 3.6868e-02, PNorm = 134.5459, GNorm = 1.5797, lr_0 = 9.5659e-04
Validation prc-auc = 0.032936
Epoch 878
Validation prc-auc = 0.032734
Epoch 879
Validation prc-auc = 0.032023
Epoch 880
Validation prc-auc = 0.032108
Epoch 881
Validation prc-auc = 0.033511
Epoch 882
Loss = 9.9019e-02, PNorm = 134.6039, GNorm = 1.3363, lr_0 = 9.5634e-04
Validation prc-auc = 0.034045
Epoch 883
Validation prc-auc = 0.034932
Epoch 884
Validation prc-auc = 0.034326
Epoch 885
Validation prc-auc = 0.034829
Epoch 886
Loss = 2.2646e-02, PNorm = 134.6794, GNorm = 1.1573, lr_0 = 9.5612e-04
Loss = 2.4859e-03, PNorm = 134.6870, GNorm = 0.0794, lr_0 = 9.5610e-04
Validation prc-auc = 0.035168
Epoch 887
Validation prc-auc = 0.034894
Epoch 888
Validation prc-auc = 0.035061
Epoch 889
Validation prc-auc = 0.035425
Epoch 890
Validation prc-auc = 0.035481
Epoch 891
Loss = 8.8791e-03, PNorm = 134.7835, GNorm = 0.3456, lr_0 = 9.5586e-04
Validation prc-auc = 0.035265
Epoch 892
Validation prc-auc = 0.034073
Epoch 893
Validation prc-auc = 0.033295
Epoch 894
Validation prc-auc = 0.033814
Epoch 895
Validation prc-auc = 0.033898
Epoch 896
Loss = 7.1311e-02, PNorm = 134.8823, GNorm = 0.7681, lr_0 = 9.5563e-04
Validation prc-auc = 0.034768
Epoch 897
Validation prc-auc = 0.035089
Epoch 898
Validation prc-auc = 0.034936
Epoch 899
Validation prc-auc = 0.034775
Epoch 900
Loss = 2.7182e-04, PNorm = 134.9411, GNorm = 0.0093, lr_0 = 9.5541e-04
Loss = 3.0589e-04, PNorm = 134.9441, GNorm = 0.0184, lr_0 = 9.5539e-04
Validation prc-auc = 0.034554
Epoch 901
Validation prc-auc = 0.035312
Epoch 902
Validation prc-auc = 0.034598
Epoch 903
Validation prc-auc = 0.032731
Epoch 904
Validation prc-auc = 0.034237
Epoch 905
Loss = 8.5341e-02, PNorm = 135.0198, GNorm = 0.1610, lr_0 = 9.5515e-04
Loss = 2.4732e-04, PNorm = 135.0298, GNorm = 0.0118, lr_0 = 9.5513e-04
Validation prc-auc = 0.033419
Epoch 906
Validation prc-auc = 0.034200
Epoch 907
Validation prc-auc = 0.035428
Epoch 908
Validation prc-auc = 0.036405
Epoch 909
Validation prc-auc = 0.036948
Epoch 910
Loss = 5.0993e-03, PNorm = 135.1865, GNorm = 0.3077, lr_0 = 9.5491e-04
Validation prc-auc = 0.041810
Epoch 911
Validation prc-auc = 0.050242
Epoch 912
Validation prc-auc = 0.055937
Epoch 913
Validation prc-auc = 0.051788
Epoch 914
Validation prc-auc = 0.045735
Epoch 915
Loss = 1.0970e-01, PNorm = 135.5080, GNorm = 2.2567, lr_0 = 9.5466e-04
Validation prc-auc = 0.045528
Epoch 916
Validation prc-auc = 0.045202
Epoch 917
Validation prc-auc = 0.047804
Epoch 918
Validation prc-auc = 0.046413
Epoch 919
Loss = 4.1378e-02, PNorm = 135.6928, GNorm = 0.5078, lr_0 = 9.5444e-04
Loss = 1.3407e-02, PNorm = 135.7037, GNorm = 0.5240, lr_0 = 9.5442e-04
Validation prc-auc = 0.044017
Epoch 920
Validation prc-auc = 0.043541
Epoch 921
Validation prc-auc = 0.043593
Epoch 922
Validation prc-auc = 0.043938
Epoch 923
Validation prc-auc = 0.044373
Epoch 924
Loss = 5.9556e-03, PNorm = 135.8156, GNorm = 0.2062, lr_0 = 9.5419e-04
Validation prc-auc = 0.043927
Epoch 925
Validation prc-auc = 0.043921
Epoch 926
Validation prc-auc = 0.043133
Epoch 927
Validation prc-auc = 0.040332
Epoch 928
Validation prc-auc = 0.038386
Epoch 929
Loss = 9.8899e-03, PNorm = 135.8859, GNorm = 0.7012, lr_0 = 9.5395e-04
Validation prc-auc = 0.037086
Epoch 930
Validation prc-auc = 0.034504
Epoch 931
Validation prc-auc = 0.033065
Epoch 932
Validation prc-auc = 0.033134
Epoch 933
Loss = 6.4033e-03, PNorm = 135.9613, GNorm = 0.0178, lr_0 = 9.5371e-04
Validation prc-auc = 0.034153
Epoch 934
Validation prc-auc = 0.034530
Epoch 935
Validation prc-auc = 0.035441
Epoch 936
Validation prc-auc = 0.035057
Epoch 937
Validation prc-auc = 0.034675
Epoch 938
Loss = 5.3595e-03, PNorm = 136.0235, GNorm = 0.0164, lr_0 = 9.5348e-04
Loss = 5.8067e-04, PNorm = 136.0264, GNorm = 0.0274, lr_0 = 9.5346e-04
Validation prc-auc = 0.034536
Epoch 939
Validation prc-auc = 0.034676
Epoch 940
Validation prc-auc = 0.034518
Epoch 941
Validation prc-auc = 0.034468
Epoch 942
Validation prc-auc = 0.033917
Epoch 943
Loss = 3.9730e-04, PNorm = 136.0566, GNorm = 0.0113, lr_0 = 9.5324e-04
Validation prc-auc = 0.033810
Epoch 944
Validation prc-auc = 0.033395
Epoch 945
Validation prc-auc = 0.033046
Epoch 946
Validation prc-auc = 0.031858
Epoch 947
Validation prc-auc = 0.031310
Epoch 948
Loss = 2.4538e-01, PNorm = 136.0861, GNorm = 1.7209, lr_0 = 9.5299e-04
Validation prc-auc = 0.033782
Epoch 949
Validation prc-auc = 0.038079
Epoch 950
Validation prc-auc = 0.034907
Epoch 951
Validation prc-auc = 0.036376
Epoch 952
Loss = 1.5077e-01, PNorm = 136.2562, GNorm = 1.8286, lr_0 = 9.5277e-04
Loss = 3.0636e-03, PNorm = 136.2768, GNorm = 0.1088, lr_0 = 9.5275e-04
Validation prc-auc = 0.042484
Epoch 953
Validation prc-auc = 0.048088
Epoch 954
Validation prc-auc = 0.050741
Epoch 955
Validation prc-auc = 0.051124
Epoch 956
Validation prc-auc = 0.050717
Epoch 957
Loss = 3.0407e-02, PNorm = 136.5435, GNorm = 0.5477, lr_0 = 9.5251e-04
Loss = 1.0631e-02, PNorm = 136.5592, GNorm = 0.3056, lr_0 = 9.5250e-04
Validation prc-auc = 0.049208
Epoch 958
Validation prc-auc = 0.045796
Epoch 959
Validation prc-auc = 0.045021
Epoch 960
Validation prc-auc = 0.043776
Epoch 961
Validation prc-auc = 0.043327
Epoch 962
Loss = 4.2299e-02, PNorm = 136.7284, GNorm = 0.7310, lr_0 = 9.5228e-04
Validation prc-auc = 0.041188
Epoch 963
Validation prc-auc = 0.040551
Epoch 964
Validation prc-auc = 0.039977
Epoch 965
Validation prc-auc = 0.039716
Epoch 966
Loss = 2.6879e-02, PNorm = 136.8650, GNorm = 3.0276, lr_0 = 9.5204e-04
Validation prc-auc = 0.039432
Epoch 967
Validation prc-auc = 0.039777
Epoch 968
Validation prc-auc = 0.041389
Epoch 969
Validation prc-auc = 0.043857
Epoch 970
Validation prc-auc = 0.045680
Epoch 971
Loss = 8.2044e-02, PNorm = 137.0259, GNorm = 1.9189, lr_0 = 9.5180e-04
Loss = 5.8481e-03, PNorm = 137.0411, GNorm = 0.2033, lr_0 = 9.5179e-04
Validation prc-auc = 0.045175
Epoch 972
Validation prc-auc = 0.046795
Epoch 973
Validation prc-auc = 0.046311
Epoch 974
Validation prc-auc = 0.047757
Epoch 975
Validation prc-auc = 0.041075
Epoch 976
Loss = 1.3295e-01, PNorm = 137.2770, GNorm = 4.1541, lr_0 = 9.5157e-04
Validation prc-auc = 0.034772
Epoch 977
Validation prc-auc = 0.029272
Epoch 978
Validation prc-auc = 0.028230
Epoch 979
Validation prc-auc = 0.029838
Epoch 980
Validation prc-auc = 0.030668
Epoch 981
Loss = 4.8791e-02, PNorm = 137.6040, GNorm = 0.6518, lr_0 = 9.5132e-04
Validation prc-auc = 0.030628
Epoch 982
Validation prc-auc = 0.030796
Epoch 983
Validation prc-auc = 0.031247
Epoch 984
Validation prc-auc = 0.031925
Epoch 985
Loss = 2.0755e-02, PNorm = 137.7958, GNorm = 0.2467, lr_0 = 9.5110e-04
Loss = 2.2061e-03, PNorm = 137.8069, GNorm = 0.0731, lr_0 = 9.5108e-04
Validation prc-auc = 0.032647
Epoch 986
Validation prc-auc = 0.034134
Epoch 987
Validation prc-auc = 0.035855
Epoch 988
Validation prc-auc = 0.036006
Epoch 989
Validation prc-auc = 0.037836
Epoch 990
Loss = 8.3139e-02, PNorm = 137.9367, GNorm = 1.1949, lr_0 = 9.5084e-04
Loss = 2.8954e-03, PNorm = 137.9509, GNorm = 0.1299, lr_0 = 9.5083e-04
Validation prc-auc = 0.038813
Epoch 991
Validation prc-auc = 0.037744
Epoch 992
Validation prc-auc = 0.033263
Epoch 993
Validation prc-auc = 0.029365
Epoch 994
Validation prc-auc = 0.027792
Epoch 995
Loss = 8.5728e-03, PNorm = 138.2076, GNorm = 0.2350, lr_0 = 9.5061e-04
Validation prc-auc = 0.030508
Epoch 996
Validation prc-auc = 0.032038
Epoch 997
Validation prc-auc = 0.030333
Epoch 998
Validation prc-auc = 0.028868
Epoch 999
Loss = 4.3351e-02, PNorm = 138.4234, GNorm = 0.6107, lr_0 = 9.5037e-04
Validation prc-auc = 0.023849
Epoch 1000
Validation prc-auc = 0.022022
Epoch 1001
Validation prc-auc = 0.022013
Epoch 1002
Validation prc-auc = 0.023556
Epoch 1003
Validation prc-auc = 0.025611
Epoch 1004
Loss = 6.9942e-02, PNorm = 138.7952, GNorm = 0.8745, lr_0 = 9.5014e-04
Loss = 1.4860e-01, PNorm = 138.8360, GNorm = 3.2421, lr_0 = 9.5012e-04
Validation prc-auc = 0.028881
Epoch 1005
Validation prc-auc = 0.030179
Epoch 1006
Validation prc-auc = 0.030158
Epoch 1007
Validation prc-auc = 0.030182
Epoch 1008
Validation prc-auc = 0.030992
Epoch 1009
Loss = 4.1591e-02, PNorm = 139.3766, GNorm = 0.4956, lr_0 = 9.4990e-04
Validation prc-auc = 0.031038
Epoch 1010
Validation prc-auc = 0.030906
Epoch 1011
Validation prc-auc = 0.032053
Epoch 1012
Validation prc-auc = 0.032536
Epoch 1013
Validation prc-auc = 0.033090
Epoch 1014
Loss = 3.7072e-02, PNorm = 139.7950, GNorm = 0.7133, lr_0 = 9.4965e-04
Validation prc-auc = 0.032082
Epoch 1015
Validation prc-auc = 0.031916
Epoch 1016
Validation prc-auc = 0.032498
Epoch 1017
Validation prc-auc = 0.034795
Epoch 1018
Loss = 1.7238e-02, PNorm = 139.9756, GNorm = 0.1934, lr_0 = 9.4943e-04
Loss = 5.1046e-03, PNorm = 139.9872, GNorm = 0.2308, lr_0 = 9.4941e-04
Validation prc-auc = 0.034276
Epoch 1019
Validation prc-auc = 0.033832
Epoch 1020
Validation prc-auc = 0.032878
Epoch 1021
Validation prc-auc = 0.031679
Epoch 1022
Validation prc-auc = 0.030616
Epoch 1023
Loss = 4.4890e-02, PNorm = 140.1198, GNorm = 1.0677, lr_0 = 9.4918e-04
Loss = 8.1917e-02, PNorm = 140.1290, GNorm = 5.7773, lr_0 = 9.4916e-04
Validation prc-auc = 0.031358
Epoch 1024
Validation prc-auc = 0.037005
Epoch 1025
Validation prc-auc = 0.034650
Epoch 1026
Validation prc-auc = 0.032519
Epoch 1027
Validation prc-auc = 0.032627
Epoch 1028
Loss = 4.1413e-02, PNorm = 140.2502, GNorm = 0.8067, lr_0 = 9.4894e-04
Validation prc-auc = 0.032982
Epoch 1029
Validation prc-auc = 0.037077
Epoch 1030
Validation prc-auc = 0.039294
Epoch 1031
Validation prc-auc = 0.037411
Epoch 1032
Validation prc-auc = 0.036107
Epoch 1033
Loss = 2.2513e-01, PNorm = 140.3794, GNorm = 1.5052, lr_0 = 9.4869e-04
Validation prc-auc = 0.035756
Epoch 1034
Validation prc-auc = 0.034776
Epoch 1035
Validation prc-auc = 0.034315
Epoch 1036
Validation prc-auc = 0.034244
Epoch 1037
Loss = 5.3910e-02, PNorm = 140.4658, GNorm = 0.8037, lr_0 = 9.4847e-04
Loss = 2.4933e-03, PNorm = 140.4707, GNorm = 0.1021, lr_0 = 9.4845e-04
Validation prc-auc = 0.034047
Epoch 1038
Validation prc-auc = 0.033679
Epoch 1039
Validation prc-auc = 0.033584
Epoch 1040
Validation prc-auc = 0.033725
Epoch 1041
Validation prc-auc = 0.033664
Epoch 1042
Loss = 6.9037e-03, PNorm = 140.5272, GNorm = 0.1184, lr_0 = 9.4823e-04
Validation prc-auc = 0.033646
Epoch 1043
Validation prc-auc = 0.033181
Epoch 1044
Validation prc-auc = 0.033409
Epoch 1045
Validation prc-auc = 0.033690
Epoch 1046
Validation prc-auc = 0.033611
Epoch 1047
Loss = 8.6994e-04, PNorm = 140.5849, GNorm = 0.0366, lr_0 = 9.4798e-04
Validation prc-auc = 0.033456
Epoch 1048
Validation prc-auc = 0.034376
Epoch 1049
Validation prc-auc = 0.033720
Epoch 1050
Validation prc-auc = 0.029400
Epoch 1051
Loss = 1.1376e-01, PNorm = 140.7389, GNorm = 0.3254, lr_0 = 9.4776e-04
Loss = 3.3064e-01, PNorm = 140.7653, GNorm = 4.3108, lr_0 = 9.4775e-04
Validation prc-auc = 0.026629
Epoch 1052
Validation prc-auc = 0.027118
Epoch 1053
Validation prc-auc = 0.027522
Epoch 1054
Validation prc-auc = 0.030440
Epoch 1055
Validation prc-auc = 0.032933
Epoch 1056
Loss = 7.4596e-02, PNorm = 141.0956, GNorm = 0.7415, lr_0 = 9.4751e-04
Loss = 5.6582e-01, PNorm = 141.1121, GNorm = 5.4511, lr_0 = 9.4749e-04
Validation prc-auc = 0.034938
Epoch 1057
Validation prc-auc = 0.036848
Epoch 1058
Validation prc-auc = 0.035972
Epoch 1059
Validation prc-auc = 0.034562
Epoch 1060
Validation prc-auc = 0.034295
Epoch 1061
Loss = 3.1501e-02, PNorm = 141.3572, GNorm = 0.6510, lr_0 = 9.4728e-04
Validation prc-auc = 0.034410
Epoch 1062
Validation prc-auc = 0.035198
Epoch 1063
Validation prc-auc = 0.037825
Epoch 1064
Validation prc-auc = 0.040827
Epoch 1065
Validation prc-auc = 0.042260
Epoch 1066
Loss = 1.2075e-02, PNorm = 141.5282, GNorm = 0.2802, lr_0 = 9.4702e-04
Validation prc-auc = 0.039284
Epoch 1067
Validation prc-auc = 0.035942
Epoch 1068
Validation prc-auc = 0.033940
Epoch 1069
Validation prc-auc = 0.033036
Epoch 1070
Loss = 7.9802e-03, PNorm = 141.6708, GNorm = 0.1359, lr_0 = 9.4681e-04
Loss = 3.9986e-04, PNorm = 141.6790, GNorm = 0.0198, lr_0 = 9.4679e-04
Validation prc-auc = 0.033640
Epoch 1071
Validation prc-auc = 0.036170
Epoch 1072
Validation prc-auc = 0.039133
Epoch 1073
Validation prc-auc = 0.039872
Epoch 1074
Validation prc-auc = 0.037765
Epoch 1075
Loss = 1.8636e-02, PNorm = 141.7765, GNorm = 0.4366, lr_0 = 9.4657e-04
Validation prc-auc = 0.035894
Epoch 1076
Validation prc-auc = 0.034682
Epoch 1077
Validation prc-auc = 0.033487
Epoch 1078
Validation prc-auc = 0.032427
Epoch 1079
Validation prc-auc = 0.031972
Epoch 1080
Loss = 6.2152e-02, PNorm = 141.9009, GNorm = 1.2332, lr_0 = 9.4632e-04
Validation prc-auc = 0.031960
Epoch 1081
Validation prc-auc = 0.032645
Epoch 1082
Validation prc-auc = 0.033163
Epoch 1083
Validation prc-auc = 0.033932
Epoch 1084
Loss = 2.2823e-03, PNorm = 141.9632, GNorm = 0.0760, lr_0 = 9.4610e-04
Loss = 1.0928e-06, PNorm = 141.9670, GNorm = 0.0001, lr_0 = 9.4608e-04
Validation prc-auc = 0.034718
Epoch 1085
Validation prc-auc = 0.034515
Epoch 1086
Validation prc-auc = 0.034511
Epoch 1087
Validation prc-auc = 0.034669
Epoch 1088
Validation prc-auc = 0.035461
Epoch 1089
Loss = 6.1871e-03, PNorm = 142.0563, GNorm = 0.0416, lr_0 = 9.4585e-04
Loss = 3.1210e-05, PNorm = 142.0630, GNorm = 0.0023, lr_0 = 9.4583e-04
Validation prc-auc = 0.035335
Epoch 1090
Validation prc-auc = 0.035803
Epoch 1091
Validation prc-auc = 0.036276
Epoch 1092
Validation prc-auc = 0.037028
Epoch 1093
Validation prc-auc = 0.036660
Epoch 1094
Loss = 3.7216e-02, PNorm = 142.1455, GNorm = 0.6193, lr_0 = 9.4561e-04
Validation prc-auc = 0.036998
Epoch 1095
Validation prc-auc = 0.037173
Epoch 1096
Validation prc-auc = 0.036769
Epoch 1097
Validation prc-auc = 0.037087
Epoch 1098
Validation prc-auc = 0.037464
Epoch 1099
Loss = 9.8866e-04, PNorm = 142.2240, GNorm = 0.0267, lr_0 = 9.4536e-04
Validation prc-auc = 0.038342
Epoch 1100
Validation prc-auc = 0.039897
Epoch 1101
Validation prc-auc = 0.040290
Epoch 1102
Validation prc-auc = 0.039694
Epoch 1103
Loss = 1.3604e-02, PNorm = 142.2792, GNorm = 0.0891, lr_0 = 9.4515e-04
Loss = 1.8149e-03, PNorm = 142.2835, GNorm = 0.0768, lr_0 = 9.4513e-04
Validation prc-auc = 0.039931
Epoch 1104
Validation prc-auc = 0.040734
Epoch 1105
Validation prc-auc = 0.038222
Epoch 1106
Validation prc-auc = 0.037435
Epoch 1107
Validation prc-auc = 0.036376
Epoch 1108
Loss = 1.2882e-02, PNorm = 142.3646, GNorm = 1.5053, lr_0 = 9.4489e-04
Validation prc-auc = 0.036784
Epoch 1109
Validation prc-auc = 0.036374
Epoch 1110
Validation prc-auc = 0.036705
Epoch 1111
Validation prc-auc = 0.038702
Epoch 1112
Validation prc-auc = 0.039362
Epoch 1113
Loss = 1.1988e-02, PNorm = 142.4685, GNorm = 0.5884, lr_0 = 9.4466e-04
Validation prc-auc = 0.038425
Epoch 1114
Validation prc-auc = 0.037342
Epoch 1115
Validation prc-auc = 0.038282
Epoch 1116
Validation prc-auc = 0.038343
Epoch 1117
Loss = 1.1826e-02, PNorm = 142.5643, GNorm = 0.2386, lr_0 = 9.4444e-04
Loss = 1.6364e-02, PNorm = 142.5722, GNorm = 0.6321, lr_0 = 9.4443e-04
Validation prc-auc = 0.037976
Epoch 1118
Validation prc-auc = 0.038304
Epoch 1119
Validation prc-auc = 0.038983
Epoch 1120
Validation prc-auc = 0.039649
Epoch 1121
Validation prc-auc = 0.040158
Epoch 1122
Loss = 5.7992e-03, PNorm = 142.6570, GNorm = 0.1218, lr_0 = 9.4419e-04
Loss = 2.2380e-04, PNorm = 142.6614, GNorm = 0.0120, lr_0 = 9.4417e-04
Validation prc-auc = 0.040573
Epoch 1123
Validation prc-auc = 0.040883
Epoch 1124
Validation prc-auc = 0.042167
Epoch 1125
Validation prc-auc = 0.042704
Epoch 1126
Validation prc-auc = 0.042211
Epoch 1127
Loss = 1.6312e-02, PNorm = 142.7173, GNorm = 0.8686, lr_0 = 9.4396e-04
Validation prc-auc = 0.042902
Epoch 1128
Validation prc-auc = 0.042785
Epoch 1129
Validation prc-auc = 0.042412
Epoch 1130
Validation prc-auc = 0.042207
Epoch 1131
Validation prc-auc = 0.041912
Epoch 1132
Loss = 4.1888e-03, PNorm = 142.7706, GNorm = 0.1771, lr_0 = 9.4371e-04
Validation prc-auc = 0.041575
Epoch 1133
Validation prc-auc = 0.041497
Epoch 1134
Validation prc-auc = 0.041250
Epoch 1135
Validation prc-auc = 0.042449
Epoch 1136
Loss = 1.8028e-03, PNorm = 142.7887, GNorm = 0.0683, lr_0 = 9.4349e-04
Loss = 1.1401e-04, PNorm = 142.7902, GNorm = 0.0073, lr_0 = 9.4347e-04
Validation prc-auc = 0.043400
Epoch 1137
Validation prc-auc = 0.043832
Epoch 1138
Validation prc-auc = 0.044099
Epoch 1139
Validation prc-auc = 0.044183
Epoch 1140
Validation prc-auc = 0.044345
Epoch 1141
Loss = 1.2139e-02, PNorm = 142.8212, GNorm = 0.0310, lr_0 = 9.4324e-04
Validation prc-auc = 0.044073
Epoch 1142
Validation prc-auc = 0.043473
Epoch 1143
Validation prc-auc = 0.043164
Epoch 1144
Validation prc-auc = 0.042933
Epoch 1145
Validation prc-auc = 0.042498
Epoch 1146
Loss = 8.0222e-04, PNorm = 142.8516, GNorm = 0.0342, lr_0 = 9.4300e-04
Validation prc-auc = 0.042446
Epoch 1147
Validation prc-auc = 0.042456
Epoch 1148
Validation prc-auc = 0.042439
Epoch 1149
Validation prc-auc = 0.042729
Epoch 1150
Loss = 1.4276e-02, PNorm = 142.8686, GNorm = 0.0488, lr_0 = 9.4279e-04
Loss = 2.0205e-05, PNorm = 142.8697, GNorm = 0.0012, lr_0 = 9.4277e-04
Validation prc-auc = 0.043031
Epoch 1151
Validation prc-auc = 0.044535
Epoch 1152
Validation prc-auc = 0.046245
Epoch 1153
Validation prc-auc = 0.043935
Epoch 1154
Validation prc-auc = 0.044098
Epoch 1155
Loss = 3.4603e-03, PNorm = 142.9108, GNorm = 0.0217, lr_0 = 9.4253e-04
Loss = 2.3801e-05, PNorm = 142.9153, GNorm = 0.0015, lr_0 = 9.4252e-04
Validation prc-auc = 0.044200
Epoch 1156
Validation prc-auc = 0.044158
Epoch 1157
Validation prc-auc = 0.044430
Epoch 1158
Validation prc-auc = 0.043746
Epoch 1159
Validation prc-auc = 0.043304
Epoch 1160
Loss = 1.6280e-03, PNorm = 142.9534, GNorm = 0.0537, lr_0 = 9.4230e-04
Validation prc-auc = 0.043013
Epoch 1161
Validation prc-auc = 0.043619
Epoch 1162
Validation prc-auc = 0.043347
Epoch 1163
Validation prc-auc = 0.043577
Epoch 1164
Validation prc-auc = 0.043650
Epoch 1165
Loss = 2.0437e-04, PNorm = 143.0103, GNorm = 0.0077, lr_0 = 9.4205e-04
Validation prc-auc = 0.043439
Epoch 1166
Validation prc-auc = 0.043364
Epoch 1167
Validation prc-auc = 0.043235
Epoch 1168
Validation prc-auc = 0.044510
Epoch 1169
Loss = 1.0274e-01, PNorm = 143.0451, GNorm = 0.0106, lr_0 = 9.4183e-04
Loss = 1.3165e-04, PNorm = 143.0462, GNorm = 0.0075, lr_0 = 9.4182e-04
Validation prc-auc = 0.045286
Epoch 1170
Validation prc-auc = 0.045756
Epoch 1171
Validation prc-auc = 0.044756
Epoch 1172
Validation prc-auc = 0.044433
Epoch 1173
Validation prc-auc = 0.043249
Epoch 1174
Loss = 2.6396e-03, PNorm = 143.1136, GNorm = 0.1175, lr_0 = 9.4158e-04
Validation prc-auc = 0.042729
Epoch 1175
Validation prc-auc = 0.042337
Epoch 1176
Validation prc-auc = 0.041579
Epoch 1177
Validation prc-auc = 0.041365
Epoch 1178
Validation prc-auc = 0.041276
Epoch 1179
Loss = 3.6282e-02, PNorm = 143.1698, GNorm = 1.8590, lr_0 = 9.4135e-04
Validation prc-auc = 0.041556
Epoch 1180
Validation prc-auc = 0.042660
Epoch 1181
Validation prc-auc = 0.041390
Epoch 1182
Validation prc-auc = 0.040800
Epoch 1183
Loss = 3.9510e-01, PNorm = 143.3575, GNorm = 17.7953, lr_0 = 9.4112e-04
Validation prc-auc = 0.037926
Epoch 1184
Validation prc-auc = 0.037105
Epoch 1185
Validation prc-auc = 0.035462
Epoch 1186
Validation prc-auc = 0.031039
Epoch 1187
Validation prc-auc = 0.029708
Epoch 1188
Loss = 7.4106e-02, PNorm = 143.9620, GNorm = 0.8394, lr_0 = 9.4088e-04
Loss = 6.0175e-02, PNorm = 144.0013, GNorm = 0.8605, lr_0 = 9.4087e-04
Validation prc-auc = 0.029077
Epoch 1189
Validation prc-auc = 0.029701
Epoch 1190
Validation prc-auc = 0.031312
Epoch 1191
Validation prc-auc = 0.036875
Epoch 1192
Validation prc-auc = 0.038941
Epoch 1193
Loss = 2.6304e-02, PNorm = 144.3898, GNorm = 0.5468, lr_0 = 9.4065e-04
Validation prc-auc = 0.040945
Epoch 1194
Validation prc-auc = 0.040320
Epoch 1195
Validation prc-auc = 0.037127
Epoch 1196
Validation prc-auc = 0.037634
Epoch 1197
Validation prc-auc = 0.040644
Epoch 1198
Loss = 4.4510e-02, PNorm = 144.6605, GNorm = 2.8661, lr_0 = 9.4040e-04
Validation prc-auc = 0.043566
Epoch 1199
Validation prc-auc = 0.045359
Epoch 1200
Validation prc-auc = 0.047341
Epoch 1201
Validation prc-auc = 0.056689
Epoch 1202
Loss = 1.9561e-01, PNorm = 144.8604, GNorm = 2.9404, lr_0 = 9.4018e-04
Loss = 2.9404e-05, PNorm = 144.8725, GNorm = 0.0022, lr_0 = 9.4016e-04
Validation prc-auc = 0.056129
Epoch 1203
Validation prc-auc = 0.054803
Epoch 1204
Validation prc-auc = 0.054024
Epoch 1205
Validation prc-auc = 0.054353
Epoch 1206
Validation prc-auc = 0.055183
Epoch 1207
Loss = 3.5459e-02, PNorm = 145.0278, GNorm = 3.7527, lr_0 = 9.3993e-04
Loss = 2.4596e-05, PNorm = 145.0366, GNorm = 0.0018, lr_0 = 9.3991e-04
Validation prc-auc = 0.059704
Epoch 1208
Validation prc-auc = 0.064314
Epoch 1209
Validation prc-auc = 0.066242
Epoch 1210
Validation prc-auc = 0.066799
Epoch 1211
Validation prc-auc = 0.067844
Epoch 1212
Loss = 7.1615e-02, PNorm = 145.1574, GNorm = 1.7258, lr_0 = 9.3970e-04
Validation prc-auc = 0.071185
Epoch 1213
Validation prc-auc = 0.073856
Epoch 1214
Validation prc-auc = 0.067618
Epoch 1215
Validation prc-auc = 0.060750
Epoch 1216
Loss = 6.3794e-02, PNorm = 145.3671, GNorm = 0.2260, lr_0 = 9.3946e-04
Validation prc-auc = 0.058438
Epoch 1217
Validation prc-auc = 0.058929
Epoch 1218
Validation prc-auc = 0.056613
Epoch 1219
Validation prc-auc = 0.051390
Epoch 1220
Validation prc-auc = 0.047327
Epoch 1221
Loss = 8.5576e-02, PNorm = 145.5037, GNorm = 1.9158, lr_0 = 9.3923e-04
Loss = 1.1621e-04, PNorm = 145.5111, GNorm = 0.0061, lr_0 = 9.3922e-04
Validation prc-auc = 0.044229
Epoch 1222
Validation prc-auc = 0.044342
Epoch 1223
Validation prc-auc = 0.045886
Epoch 1224
Validation prc-auc = 0.045753
Epoch 1225
Validation prc-auc = 0.046825
Epoch 1226
Loss = 1.8901e-03, PNorm = 145.6101, GNorm = 0.0500, lr_0 = 9.3900e-04
Validation prc-auc = 0.045992
Epoch 1227
Validation prc-auc = 0.045751
Epoch 1228
Validation prc-auc = 0.045203
Epoch 1229
Validation prc-auc = 0.044454
Epoch 1230
Validation prc-auc = 0.044108
Epoch 1231
Loss = 9.0443e-03, PNorm = 145.6879, GNorm = 0.2129, lr_0 = 9.3875e-04
Validation prc-auc = 0.043797
Epoch 1232
Validation prc-auc = 0.043725
Epoch 1233
Validation prc-auc = 0.043182
Epoch 1234
Validation prc-auc = 0.043720
Epoch 1235
Loss = 9.2344e-02, PNorm = 145.7442, GNorm = 0.0301, lr_0 = 9.3853e-04
Loss = 2.4809e-03, PNorm = 145.7481, GNorm = 0.1114, lr_0 = 9.3852e-04
Validation prc-auc = 0.044947
Epoch 1236
Validation prc-auc = 0.044230
Epoch 1237
Validation prc-auc = 0.045345
Epoch 1238
Validation prc-auc = 0.046708
Epoch 1239
Validation prc-auc = 0.048707
Epoch 1240
Loss = 5.3515e-04, PNorm = 145.8333, GNorm = 0.0183, lr_0 = 9.3828e-04
Loss = 1.2684e-02, PNorm = 145.8396, GNorm = 0.8777, lr_0 = 9.3827e-04
Validation prc-auc = 0.050511
Epoch 1241
Validation prc-auc = 0.051663
Epoch 1242
Validation prc-auc = 0.053745
Epoch 1243
Validation prc-auc = 0.055055
Epoch 1244
Validation prc-auc = 0.056359
Epoch 1245
Loss = 7.8688e-02, PNorm = 145.9082, GNorm = 3.3977, lr_0 = 9.3805e-04
Validation prc-auc = 0.057011
Epoch 1246
Validation prc-auc = 0.054930
Epoch 1247
Validation prc-auc = 0.052471
Epoch 1248
Validation prc-auc = 0.051513
Epoch 1249
Loss = 6.6112e-02, PNorm = 146.0056, GNorm = 0.0048, lr_0 = 9.3782e-04
Validation prc-auc = 0.050478
Epoch 1250
Validation prc-auc = 0.050214
Epoch 1251
Validation prc-auc = 0.050019
Epoch 1252
Validation prc-auc = 0.050119
Epoch 1253
Validation prc-auc = 0.045843
Epoch 1254
Loss = 2.6971e-03, PNorm = 146.0618, GNorm = 0.0839, lr_0 = 9.3758e-04
Loss = 6.7618e-03, PNorm = 146.0667, GNorm = 0.2418, lr_0 = 9.3757e-04
Validation prc-auc = 0.044534
Epoch 1255
Validation prc-auc = 0.041941
Epoch 1256
Validation prc-auc = 0.040681
Epoch 1257
Validation prc-auc = 0.039804
Epoch 1258
Validation prc-auc = 0.039352
Epoch 1259
Loss = 4.9031e-03, PNorm = 146.1219, GNorm = 0.1298, lr_0 = 9.3735e-04
Validation prc-auc = 0.038396
Epoch 1260
Validation prc-auc = 0.037787
Epoch 1261
Validation prc-auc = 0.037240
Epoch 1262
Validation prc-auc = 0.036165
Epoch 1263
Validation prc-auc = 0.035288
Epoch 1264
Loss = 2.2643e-03, PNorm = 146.1613, GNorm = 0.0629, lr_0 = 9.3710e-04
Validation prc-auc = 0.035133
Epoch 1265
Validation prc-auc = 0.034953
Epoch 1266
Validation prc-auc = 0.034916
Epoch 1267
Validation prc-auc = 0.035795
Epoch 1268
Loss = 4.4361e-03, PNorm = 146.2011, GNorm = 0.0595, lr_0 = 9.3689e-04
Loss = 1.4411e-01, PNorm = 146.2044, GNorm = 6.1308, lr_0 = 9.3687e-04
Validation prc-auc = 0.036879
Epoch 1269
Validation prc-auc = 0.037431
Epoch 1270
Validation prc-auc = 0.040276
Epoch 1271
Validation prc-auc = 0.038291
Epoch 1272
Validation prc-auc = 0.036764
Epoch 1273
Loss = 2.8162e-03, PNorm = 146.2924, GNorm = 0.0289, lr_0 = 9.3664e-04
Loss = 4.4965e-04, PNorm = 146.2996, GNorm = 0.0218, lr_0 = 9.3662e-04
Validation prc-auc = 0.036090
Epoch 1274
Validation prc-auc = 0.035248
Epoch 1275
Validation prc-auc = 0.034815
Epoch 1276
Validation prc-auc = 0.035136
Epoch 1277
Validation prc-auc = 0.035832
Epoch 1278
Loss = 1.1482e-02, PNorm = 146.3665, GNorm = 0.2290, lr_0 = 9.3641e-04
Validation prc-auc = 0.036704
Epoch 1279
Validation prc-auc = 0.036227
Epoch 1280
Validation prc-auc = 0.036112
Epoch 1281
Validation prc-auc = 0.038000
Epoch 1282
Validation prc-auc = 0.040385
Epoch 1283
Loss = 6.1214e-03, PNorm = 146.4833, GNorm = 0.1708, lr_0 = 9.3616e-04
Validation prc-auc = 0.042529
Epoch 1284
Validation prc-auc = 0.042316
Epoch 1285
Validation prc-auc = 0.041462
Epoch 1286
Validation prc-auc = 0.041044
Epoch 1287
Loss = 9.6360e-03, PNorm = 146.6012, GNorm = 0.4705, lr_0 = 9.3594e-04
Loss = 6.3415e-03, PNorm = 146.6093, GNorm = 0.1963, lr_0 = 9.3592e-04
Validation prc-auc = 0.042487
Epoch 1288
Validation prc-auc = 0.043547
Epoch 1289
Validation prc-auc = 0.044860
Epoch 1290
Validation prc-auc = 0.044786
Epoch 1291
Validation prc-auc = 0.045732
Epoch 1292
Loss = 3.1817e-03, PNorm = 146.6926, GNorm = 0.0775, lr_0 = 9.3571e-04
Validation prc-auc = 0.045073
Epoch 1293
Validation prc-auc = 0.045241
Epoch 1294
Validation prc-auc = 0.043655
Epoch 1295
Validation prc-auc = 0.042793
Epoch 1296
Validation prc-auc = 0.037539
Epoch 1297
Loss = 1.4529e-01, PNorm = 146.7573, GNorm = 1.0360, lr_0 = 9.3546e-04
Validation prc-auc = 0.036147
Epoch 1298
Validation prc-auc = 0.035739
Epoch 1299
Validation prc-auc = 0.036085
Epoch 1300
Validation prc-auc = 0.037157
Epoch 1301
Loss = 9.5164e-02, PNorm = 146.8632, GNorm = 0.1340, lr_0 = 9.3524e-04
Loss = 5.3728e-03, PNorm = 146.8711, GNorm = 0.2791, lr_0 = 9.3523e-04
Validation prc-auc = 0.039366
Epoch 1302
Validation prc-auc = 0.039508
Epoch 1303
Validation prc-auc = 0.038250
Epoch 1304
Validation prc-auc = 0.037468
Epoch 1305
Validation prc-auc = 0.038600
Epoch 1306
Loss = 3.1127e-02, PNorm = 146.9998, GNorm = 0.0288, lr_0 = 9.3499e-04
Loss = 1.6477e-03, PNorm = 147.0084, GNorm = 0.0773, lr_0 = 9.3498e-04
Validation prc-auc = 0.039547
Epoch 1307
Validation prc-auc = 0.040661
Epoch 1308
Validation prc-auc = 0.040905
Epoch 1309
Validation prc-auc = 0.043352
Epoch 1310
Validation prc-auc = 0.043023
Epoch 1311
Loss = 3.3611e-03, PNorm = 147.1142, GNorm = 0.0944, lr_0 = 9.3476e-04
Validation prc-auc = 0.043117
Epoch 1312
Validation prc-auc = 0.044452
Epoch 1313
Validation prc-auc = 0.048735
Epoch 1314
Validation prc-auc = 0.050876
Epoch 1315
Validation prc-auc = 0.051859
Epoch 1316
Loss = 3.7407e-02, PNorm = 147.2153, GNorm = 1.7278, lr_0 = 9.3451e-04
Validation prc-auc = 0.053082
Epoch 1317
Validation prc-auc = 0.053396
Epoch 1318
Validation prc-auc = 0.053125
Epoch 1319
Validation prc-auc = 0.052126
Epoch 1320
Loss = 4.5115e-03, PNorm = 147.3020, GNorm = 0.3478, lr_0 = 9.3430e-04
Loss = 9.7493e-05, PNorm = 147.3091, GNorm = 0.0052, lr_0 = 9.3428e-04
Validation prc-auc = 0.051233
Epoch 1321
Validation prc-auc = 0.051692
Epoch 1322
Validation prc-auc = 0.051895
Epoch 1323
Validation prc-auc = 0.051907
Epoch 1324
Validation prc-auc = 0.051462
Epoch 1325
Loss = 1.4805e-03, PNorm = 147.3744, GNorm = 0.0507, lr_0 = 9.3407e-04
Validation prc-auc = 0.051386
Epoch 1326
Validation prc-auc = 0.051156
Epoch 1327
Validation prc-auc = 0.050700
Epoch 1328
Validation prc-auc = 0.049976
Epoch 1329
Validation prc-auc = 0.050143
Epoch 1330
Loss = 2.8065e-03, PNorm = 147.4258, GNorm = 0.1114, lr_0 = 9.3382e-04
Validation prc-auc = 0.049844
Epoch 1331
Validation prc-auc = 0.048616
Epoch 1332
Validation prc-auc = 0.046390
Epoch 1333
Validation prc-auc = 0.045295
Epoch 1334
Loss = 1.1006e-03, PNorm = 147.4813, GNorm = 0.2676, lr_0 = 9.3360e-04
Loss = 7.2187e-05, PNorm = 147.4841, GNorm = 0.0042, lr_0 = 9.3359e-04
Validation prc-auc = 0.045186
Epoch 1335
Validation prc-auc = 0.045385
Epoch 1336
Validation prc-auc = 0.046352
Epoch 1337
Validation prc-auc = 0.048037
Epoch 1338
Validation prc-auc = 0.047703
Epoch 1339
Loss = 3.6391e-02, PNorm = 147.5264, GNorm = 0.0917, lr_0 = 9.3336e-04
Loss = 1.4742e-05, PNorm = 147.5298, GNorm = 0.0011, lr_0 = 9.3334e-04
Validation prc-auc = 0.045825
Epoch 1340
Validation prc-auc = 0.046261
Epoch 1341
Validation prc-auc = 0.045273
Epoch 1342
Validation prc-auc = 0.044098
Epoch 1343
Validation prc-auc = 0.043291
Epoch 1344
Loss = 2.6608e-02, PNorm = 147.6553, GNorm = 0.5405, lr_0 = 9.3312e-04
Validation prc-auc = 0.042246
Epoch 1345
Validation prc-auc = 0.040888
Epoch 1346
Validation prc-auc = 0.040807
Epoch 1347
Validation prc-auc = 0.038647
Epoch 1348
Validation prc-auc = 0.038204
Epoch 1349
Loss = 6.7735e-03, PNorm = 147.8085, GNorm = 0.1200, lr_0 = 9.3288e-04
Validation prc-auc = 0.037903
Epoch 1350
Validation prc-auc = 0.036937
Epoch 1351
Validation prc-auc = 0.036553
Epoch 1352
Validation prc-auc = 0.036333
Epoch 1353
Loss = 2.7967e-02, PNorm = 147.8945, GNorm = 3.0560, lr_0 = 9.3266e-04
Loss = 3.0409e-04, PNorm = 147.8996, GNorm = 0.0194, lr_0 = 9.3264e-04
Validation prc-auc = 0.037245
Epoch 1354
Validation prc-auc = 0.037910
Epoch 1355
Validation prc-auc = 0.038984
Epoch 1356
Validation prc-auc = 0.039653
Epoch 1357
Validation prc-auc = 0.039390
Epoch 1358
Loss = 1.6573e-03, PNorm = 147.9665, GNorm = 0.0370, lr_0 = 9.3241e-04
Validation prc-auc = 0.038861
Epoch 1359
Validation prc-auc = 0.038297
Epoch 1360
Validation prc-auc = 0.037837
Epoch 1361
Validation prc-auc = 0.037453
Epoch 1362
Validation prc-auc = 0.037009
Epoch 1363
Loss = 1.0238e-03, PNorm = 148.0271, GNorm = 0.0338, lr_0 = 9.3218e-04
Validation prc-auc = 0.036297
Epoch 1364
Validation prc-auc = 0.034973
Epoch 1365
Validation prc-auc = 0.033535
Epoch 1366
Validation prc-auc = 0.032141
Epoch 1367
Loss = 8.5899e-03, PNorm = 148.1167, GNorm = 0.1101, lr_0 = 9.3197e-04
Loss = 1.1228e-03, PNorm = 148.1310, GNorm = 0.0604, lr_0 = 9.3195e-04
Validation prc-auc = 0.029612
Epoch 1368
Validation prc-auc = 0.027648
Epoch 1369
Validation prc-auc = 0.027611
Epoch 1370
Validation prc-auc = 0.027904
Epoch 1371
Validation prc-auc = 0.026719
Epoch 1372
Loss = 9.9388e-03, PNorm = 148.3732, GNorm = 0.1435, lr_0 = 9.3172e-04
Loss = 3.3655e-05, PNorm = 148.3881, GNorm = 0.0020, lr_0 = 9.3170e-04
Validation prc-auc = 0.026092
Epoch 1373
Validation prc-auc = 0.026633
Epoch 1374
Validation prc-auc = 0.030266
Epoch 1375
Validation prc-auc = 0.032587
Epoch 1376
Validation prc-auc = 0.030684
Epoch 1377
Loss = 1.4103e-01, PNorm = 148.7731, GNorm = 1.2828, lr_0 = 9.3149e-04
Validation prc-auc = 0.027664
Epoch 1378
Validation prc-auc = 0.027237
Epoch 1379
Validation prc-auc = 0.027525
Epoch 1380
Validation prc-auc = 0.027040
Epoch 1381
Validation prc-auc = 0.026117
Epoch 1382
Loss = 7.6508e-02, PNorm = 149.3894, GNorm = 1.1659, lr_0 = 9.3124e-04
Validation prc-auc = 0.023947
Epoch 1383
Validation prc-auc = 0.021790
Epoch 1384
Validation prc-auc = 0.021831
Epoch 1385
Validation prc-auc = 0.022061
Epoch 1386
Loss = 3.0155e-02, PNorm = 149.7986, GNorm = 0.2389, lr_0 = 9.3102e-04
Loss = 4.4857e-03, PNorm = 149.8224, GNorm = 0.2375, lr_0 = 9.3101e-04
Validation prc-auc = 0.022385
Epoch 1387
Validation prc-auc = 0.022718
Epoch 1388
Validation prc-auc = 0.023027
Epoch 1389
Validation prc-auc = 0.022979
Epoch 1390
Validation prc-auc = 0.023194
Epoch 1391
Loss = 8.2833e-03, PNorm = 150.0289, GNorm = 0.1920, lr_0 = 9.3078e-04
Validation prc-auc = 0.023249
Epoch 1392
Validation prc-auc = 0.023461
Epoch 1393
Validation prc-auc = 0.023364
Epoch 1394
Validation prc-auc = 0.023608
Epoch 1395
Validation prc-auc = 0.023640
Epoch 1396
Loss = 6.5613e-02, PNorm = 150.1310, GNorm = 1.5460, lr_0 = 9.3055e-04
Validation prc-auc = 0.023787
Epoch 1397
Validation prc-auc = 0.023971
Epoch 1398
Validation prc-auc = 0.024425
Epoch 1399
Validation prc-auc = 0.024680
Epoch 1400
Loss = 1.0280e-02, PNorm = 150.2624, GNorm = 0.3083, lr_0 = 9.3033e-04
Loss = 4.5632e-05, PNorm = 150.2733, GNorm = 0.0040, lr_0 = 9.3032e-04
Validation prc-auc = 0.025028
Epoch 1401
Validation prc-auc = 0.025416
Epoch 1402
Validation prc-auc = 0.025578
Epoch 1403
Validation prc-auc = 0.025804
Epoch 1404
Validation prc-auc = 0.026649
Epoch 1405
Loss = 2.2811e-02, PNorm = 150.3630, GNorm = 0.0957, lr_0 = 9.3008e-04
Loss = 2.4402e-04, PNorm = 150.3669, GNorm = 0.0177, lr_0 = 9.3007e-04
Validation prc-auc = 0.027630
Epoch 1406
Validation prc-auc = 0.028109
Epoch 1407
Validation prc-auc = 0.026889
Epoch 1408
Validation prc-auc = 0.024688
Epoch 1409
Validation prc-auc = 0.023316
Epoch 1410
Loss = 1.1743e-02, PNorm = 150.5337, GNorm = 1.1946, lr_0 = 9.2985e-04
Validation prc-auc = 0.022484
Epoch 1411
Validation prc-auc = 0.022353
Epoch 1412
Validation prc-auc = 0.022230
Epoch 1413
Validation prc-auc = 0.022760
Epoch 1414
Validation prc-auc = 0.023046
Epoch 1415
Loss = 4.4011e-04, PNorm = 150.7457, GNorm = 0.0379, lr_0 = 9.2961e-04
Validation prc-auc = 0.023070
Epoch 1416
Validation prc-auc = 0.023157
Epoch 1417
Validation prc-auc = 0.023522
Epoch 1418
Validation prc-auc = 0.023915
Epoch 1419
Loss = 6.1341e-04, PNorm = 150.8531, GNorm = 0.0303, lr_0 = 9.2939e-04
Loss = 7.5486e-03, PNorm = 150.8587, GNorm = 0.3842, lr_0 = 9.2938e-04
Validation prc-auc = 0.023832
Epoch 1420
Validation prc-auc = 0.024401
Epoch 1421
Validation prc-auc = 0.024752
Epoch 1422
Validation prc-auc = 0.025077
Epoch 1423
Validation prc-auc = 0.025355
Epoch 1424
Loss = 1.3254e-02, PNorm = 150.9259, GNorm = 0.2401, lr_0 = 9.2914e-04
Validation prc-auc = 0.026050
Epoch 1425
Validation prc-auc = 0.026353
Epoch 1426
Validation prc-auc = 0.027020
Epoch 1427
Validation prc-auc = 0.027845
Epoch 1428
Validation prc-auc = 0.027731
Epoch 1429
Loss = 1.5285e-03, PNorm = 150.9946, GNorm = 0.0527, lr_0 = 9.2891e-04
Validation prc-auc = 0.027503
Epoch 1430
Validation prc-auc = 0.027758
Epoch 1431
Validation prc-auc = 0.027168
Epoch 1432
Validation prc-auc = 0.026854
Epoch 1433
Loss = 1.2531e-02, PNorm = 151.0441, GNorm = 0.4416, lr_0 = 9.2868e-04
Validation prc-auc = 0.027331
Epoch 1434
Validation prc-auc = 0.027558
Epoch 1435
Validation prc-auc = 0.027832
Epoch 1436
Validation prc-auc = 0.028229
Epoch 1437
Validation prc-auc = 0.028795
Epoch 1438
Loss = 4.7077e-03, PNorm = 151.1280, GNorm = 0.0678, lr_0 = 9.2845e-04
Loss = 2.1339e-02, PNorm = 151.1349, GNorm = 0.6380, lr_0 = 9.2844e-04
Validation prc-auc = 0.029204
Epoch 1439
Validation prc-auc = 0.029983
Epoch 1440
Validation prc-auc = 0.031003
Epoch 1441
Validation prc-auc = 0.030835
Epoch 1442
Validation prc-auc = 0.030270
Epoch 1443
Loss = 1.2665e-04, PNorm = 151.2574, GNorm = 0.0042, lr_0 = 9.2822e-04
Validation prc-auc = 0.030034
Epoch 1444
Validation prc-auc = 0.029978
Epoch 1445
Validation prc-auc = 0.029752
Epoch 1446
Validation prc-auc = 0.029748
Epoch 1447
Validation prc-auc = 0.029603
Epoch 1448
Loss = 3.4749e-03, PNorm = 151.3492, GNorm = 0.1121, lr_0 = 9.2798e-04
Validation prc-auc = 0.029390
Epoch 1449
Validation prc-auc = 0.029153
Epoch 1450
Validation prc-auc = 0.029012
Epoch 1451
Validation prc-auc = 0.028812
Epoch 1452
Loss = 4.7315e-02, PNorm = 151.4120, GNorm = 1.1880, lr_0 = 9.2776e-04
Loss = 7.5252e-04, PNorm = 151.4146, GNorm = 0.0367, lr_0 = 9.2775e-04
Validation prc-auc = 0.029083
Epoch 1453
Validation prc-auc = 0.028945
Epoch 1454
Validation prc-auc = 0.028594
Epoch 1455
Validation prc-auc = 0.028382
Epoch 1456
Validation prc-auc = 0.028121
Epoch 1457
Loss = 2.0418e-02, PNorm = 151.4484, GNorm = 1.2650, lr_0 = 9.2752e-04
Loss = 1.4742e-05, PNorm = 151.4506, GNorm = 0.0012, lr_0 = 9.2750e-04
Validation prc-auc = 0.028144
Epoch 1458
Validation prc-auc = 0.028117
Epoch 1459
Validation prc-auc = 0.028432
Epoch 1460
Validation prc-auc = 0.028471
Epoch 1461
Validation prc-auc = 0.028305
Epoch 1462
Loss = 6.2630e-02, PNorm = 151.4831, GNorm = 1.5549, lr_0 = 9.2729e-04
Validation prc-auc = 0.028897
Epoch 1463
Validation prc-auc = 0.029349
Epoch 1464
Validation prc-auc = 0.029431
Epoch 1465
Validation prc-auc = 0.029439
Epoch 1466
Loss = 2.2478e-02, PNorm = 151.5208, GNorm = 0.1148, lr_0 = 9.2706e-04
Validation prc-auc = 0.029926
Epoch 1467
Validation prc-auc = 0.029990
Epoch 1468
Validation prc-auc = 0.030189
Epoch 1469
Validation prc-auc = 0.030623
Epoch 1470
Validation prc-auc = 0.031334
Epoch 1471
Loss = 1.0153e-03, PNorm = 151.5470, GNorm = 0.0218, lr_0 = 9.2683e-04
Loss = 3.7440e-04, PNorm = 151.5507, GNorm = 0.0211, lr_0 = 9.2681e-04
Validation prc-auc = 0.032056
Epoch 1472
Validation prc-auc = 0.032822
Epoch 1473
Validation prc-auc = 0.032853
Epoch 1474
Validation prc-auc = 0.032796
Epoch 1475
Validation prc-auc = 0.033845
Epoch 1476
Loss = 7.2701e-04, PNorm = 151.6214, GNorm = 0.0236, lr_0 = 9.2660e-04
Validation prc-auc = 0.033778
Epoch 1477
Validation prc-auc = 0.033993
Epoch 1478
Validation prc-auc = 0.033832
Epoch 1479
Validation prc-auc = 0.034005
Epoch 1480
Validation prc-auc = 0.033725
Epoch 1481
Loss = 1.4305e-02, PNorm = 151.6951, GNorm = 0.5808, lr_0 = 9.2635e-04
Validation prc-auc = 0.033473
Epoch 1482
Validation prc-auc = 0.033631
Epoch 1483
Validation prc-auc = 0.033591
Epoch 1484
Validation prc-auc = 0.033532
Epoch 1485
Loss = 1.3088e-03, PNorm = 151.7322, GNorm = 0.0486, lr_0 = 9.2614e-04
Loss = 1.4036e-04, PNorm = 151.7341, GNorm = 0.0079, lr_0 = 9.2612e-04
Validation prc-auc = 0.033592
Epoch 1486
Validation prc-auc = 0.033204
Epoch 1487
Validation prc-auc = 0.032955
Epoch 1488
Validation prc-auc = 0.032538
Epoch 1489
Validation prc-auc = 0.032241
Epoch 1490
Loss = 3.7319e-02, PNorm = 151.7627, GNorm = 0.2573, lr_0 = 9.2589e-04
Loss = 2.6623e-06, PNorm = 151.7658, GNorm = 0.0002, lr_0 = 9.2587e-04
Validation prc-auc = 0.032667
Epoch 1491
Validation prc-auc = 0.032748
Epoch 1492
Validation prc-auc = 0.032935
Epoch 1493
Validation prc-auc = 0.031860
Epoch 1494
Validation prc-auc = 0.031064
Epoch 1495
Loss = 1.7806e-02, PNorm = 151.8182, GNorm = 0.5920, lr_0 = 9.2566e-04
Validation prc-auc = 0.031669
Epoch 1496
Validation prc-auc = 0.032013
Epoch 1497
Validation prc-auc = 0.031973
Epoch 1498
Validation prc-auc = 0.032086
Epoch 1499
Loss = 1.1492e-02, PNorm = 151.9340, GNorm = 0.0030, lr_0 = 9.2543e-04
Validation prc-auc = 0.031728
Epoch 1500
Validation prc-auc = 0.032056
Epoch 1501
Validation prc-auc = 0.032661
Epoch 1502
Validation prc-auc = 0.031918
Epoch 1503
Validation prc-auc = 0.031608
Epoch 1504
Loss = 4.0255e-03, PNorm = 151.9971, GNorm = 0.0426, lr_0 = 9.2520e-04
Loss = 2.9520e-03, PNorm = 152.0003, GNorm = 0.2054, lr_0 = 9.2518e-04
Validation prc-auc = 0.031368
Epoch 1505
Validation prc-auc = 0.031271
Epoch 1506
Validation prc-auc = 0.030916
Epoch 1507
Validation prc-auc = 0.030588
Epoch 1508
Validation prc-auc = 0.030330
Epoch 1509
Loss = 1.4010e-04, PNorm = 152.0258, GNorm = 0.0064, lr_0 = 9.2497e-04
Validation prc-auc = 0.029985
Epoch 1510
Validation prc-auc = 0.029735
Epoch 1511
Validation prc-auc = 0.029522
Epoch 1512
Validation prc-auc = 0.029205
Epoch 1513
Validation prc-auc = 0.029030
Epoch 1514
Loss = 1.7625e-03, PNorm = 152.0582, GNorm = 0.0504, lr_0 = 9.2472e-04
Validation prc-auc = 0.028712
Epoch 1515
Validation prc-auc = 0.028297
Epoch 1516
Validation prc-auc = 0.028847
Epoch 1517
Validation prc-auc = 0.028703
Epoch 1518
Loss = 2.3769e-03, PNorm = 152.0899, GNorm = 0.0225, lr_0 = 9.2451e-04
Loss = 9.7645e-05, PNorm = 152.0920, GNorm = 0.0069, lr_0 = 9.2449e-04
Validation prc-auc = 0.028820
Epoch 1519
Validation prc-auc = 0.028895
Epoch 1520
Validation prc-auc = 0.028792
Epoch 1521
Validation prc-auc = 0.028702
Epoch 1522
Validation prc-auc = 0.028754
Epoch 1523
Loss = 4.1631e-03, PNorm = 152.1217, GNorm = 0.5982, lr_0 = 9.2427e-04
Loss = 1.5715e-05, PNorm = 152.1241, GNorm = 0.0016, lr_0 = 9.2425e-04
Validation prc-auc = 0.028505
Epoch 1524
Validation prc-auc = 0.028655
Epoch 1525
Validation prc-auc = 0.029302
Epoch 1526
Validation prc-auc = 0.030637
Epoch 1527
Validation prc-auc = 0.030649
Epoch 1528
Loss = 3.9864e-05, PNorm = 152.1572, GNorm = 0.0019, lr_0 = 9.2404e-04
Validation prc-auc = 0.030690
Epoch 1529
Validation prc-auc = 0.031051
Epoch 1530
Validation prc-auc = 0.031287
Epoch 1531
Validation prc-auc = 0.031212
Epoch 1532
Validation prc-auc = 0.031065
Epoch 1533
Loss = 7.1279e-04, PNorm = 152.1981, GNorm = 0.0513, lr_0 = 9.2379e-04
Validation prc-auc = 0.030660
Epoch 1534
Validation prc-auc = 0.032481
Epoch 1535
Validation prc-auc = 0.033745
Epoch 1536
Validation prc-auc = 0.034145
Epoch 1537
Loss = 5.2597e-03, PNorm = 152.2647, GNorm = 0.0341, lr_0 = 9.2358e-04
Loss = 1.4662e-05, PNorm = 152.2711, GNorm = 0.0011, lr_0 = 9.2356e-04
Validation prc-auc = 0.034277
Epoch 1538
Validation prc-auc = 0.034214
Epoch 1539
Validation prc-auc = 0.034005
Epoch 1540
Validation prc-auc = 0.033935
Epoch 1541
Validation prc-auc = 0.033214
Epoch 1542
Loss = 2.2568e-02, PNorm = 152.3336, GNorm = 0.8137, lr_0 = 9.2335e-04
Validation prc-auc = 0.031468
Epoch 1543
Validation prc-auc = 0.030675
Epoch 1544
Validation prc-auc = 0.029604
Epoch 1545
Validation prc-auc = 0.029713
Epoch 1546
Validation prc-auc = 0.030761
Epoch 1547
Loss = 1.1463e-02, PNorm = 152.4613, GNorm = 0.6071, lr_0 = 9.2310e-04
Validation prc-auc = 0.032654
Epoch 1548
Validation prc-auc = 0.033302
Epoch 1549
Validation prc-auc = 0.032742
Epoch 1550
Validation prc-auc = 0.033405
Epoch 1551
Loss = 6.6293e-03, PNorm = 152.5683, GNorm = 0.1685, lr_0 = 9.2289e-04
Loss = 2.7801e-01, PNorm = 152.5756, GNorm = 28.5418, lr_0 = 9.2287e-04
Validation prc-auc = 0.037083
Epoch 1552
Validation prc-auc = 0.044547
Epoch 1553
Validation prc-auc = 0.045456
Epoch 1554
Validation prc-auc = 0.043295
Epoch 1555
Validation prc-auc = 0.041552
Epoch 1556
Loss = 1.2365e-02, PNorm = 152.7562, GNorm = 0.1657, lr_0 = 9.2264e-04
Loss = 9.6569e-03, PNorm = 152.7687, GNorm = 0.4267, lr_0 = 9.2263e-04
Validation prc-auc = 0.041261
Epoch 1557
Validation prc-auc = 0.040314
Epoch 1558
Validation prc-auc = 0.041937
Epoch 1559
Validation prc-auc = 0.041505
Epoch 1560
Validation prc-auc = 0.043712
Epoch 1561
Loss = 3.1010e-03, PNorm = 152.8959, GNorm = 0.1240, lr_0 = 9.2242e-04
Validation prc-auc = 0.044337
Epoch 1562
Validation prc-auc = 0.040883
Epoch 1563
Validation prc-auc = 0.032562
Epoch 1564
Validation prc-auc = 0.029836
Epoch 1565
Validation prc-auc = 0.027703
Epoch 1566
Loss = 6.8935e-02, PNorm = 153.1960, GNorm = 1.1160, lr_0 = 9.2217e-04
Validation prc-auc = 0.025794
Epoch 1567
Validation prc-auc = 0.024041
Epoch 1568
Validation prc-auc = 0.022995
Epoch 1569
Validation prc-auc = 0.023974
Epoch 1570
Loss = 1.2894e-01, PNorm = 153.6423, GNorm = 1.1713, lr_0 = 9.2196e-04
Loss = 9.4410e-02, PNorm = 153.6702, GNorm = 2.5803, lr_0 = 9.2194e-04
Validation prc-auc = 0.026660
Epoch 1571
Validation prc-auc = 0.031831
Epoch 1572
Validation prc-auc = 0.029701
Epoch 1573
Validation prc-auc = 0.027709
Epoch 1574
Validation prc-auc = 0.027202
Epoch 1575
Loss = 2.5335e-02, PNorm = 153.9648, GNorm = 0.4539, lr_0 = 9.2173e-04
Validation prc-auc = 0.027023
Epoch 1576
Validation prc-auc = 0.027117
Epoch 1577
Validation prc-auc = 0.026873
Epoch 1578
Validation prc-auc = 0.026218
Epoch 1579
Validation prc-auc = 0.026095
Epoch 1580
Loss = 8.2100e-02, PNorm = 154.1760, GNorm = 0.8794, lr_0 = 9.2148e-04
Validation prc-auc = 0.025289
Epoch 1581
Validation prc-auc = 0.024640
Epoch 1582
Validation prc-auc = 0.025698
Epoch 1583
Validation prc-auc = 0.027154
Epoch 1584
Loss = 5.3301e-02, PNorm = 154.3064, GNorm = 3.6895, lr_0 = 9.2127e-04
Loss = 8.0281e-05, PNorm = 154.3328, GNorm = 0.0060, lr_0 = 9.2125e-04
Validation prc-auc = 0.025867
Epoch 1585
Validation prc-auc = 0.027431
Epoch 1586
Validation prc-auc = 0.023654
Epoch 1587
Validation prc-auc = 0.024377
Epoch 1588
Validation prc-auc = 0.026558
Epoch 1589
Loss = 7.7036e-02, PNorm = 154.8372, GNorm = 0.6367, lr_0 = 9.2103e-04
Loss = 4.3884e-02, PNorm = 154.8731, GNorm = 1.1628, lr_0 = 9.2101e-04
Validation prc-auc = 0.028761
Epoch 1590
Validation prc-auc = 0.028693
Epoch 1591
Validation prc-auc = 0.028017
Epoch 1592
Validation prc-auc = 0.026148
Epoch 1593
Validation prc-auc = 0.027015
Epoch 1594
Loss = 9.6729e-03, PNorm = 155.2423, GNorm = 0.2209, lr_0 = 9.2080e-04
Validation prc-auc = 0.028280
Epoch 1595
Validation prc-auc = 0.028077
Epoch 1596
Validation prc-auc = 0.028586
Epoch 1597
Validation prc-auc = 0.029484
Epoch 1598
Validation prc-auc = 0.028211
Epoch 1599
Loss = 5.4164e-02, PNorm = 155.5365, GNorm = 1.5825, lr_0 = 9.2055e-04
Validation prc-auc = 0.028819
Epoch 1600
Validation prc-auc = 0.027972
Epoch 1601
Validation prc-auc = 0.025035
Epoch 1602
Validation prc-auc = 0.022086
Epoch 1603
Loss = 8.7322e-02, PNorm = 155.7340, GNorm = 1.1469, lr_0 = 9.2034e-04
Loss = 2.5079e-04, PNorm = 155.7528, GNorm = 0.0176, lr_0 = 9.2032e-04
Validation prc-auc = 0.020610
Epoch 1604
Validation prc-auc = 0.020542
Epoch 1605
Validation prc-auc = 0.022653
Epoch 1606
Validation prc-auc = 0.023982
Epoch 1607
Validation prc-auc = 0.024355
Epoch 1608
Loss = 3.9508e-02, PNorm = 156.0268, GNorm = 0.4351, lr_0 = 9.2010e-04
Validation prc-auc = 0.024670
Epoch 1609
Validation prc-auc = 0.025146
Epoch 1610
Validation prc-auc = 0.025505
Epoch 1611
Validation prc-auc = 0.025737
Epoch 1612
Validation prc-auc = 0.026621
Epoch 1613
Loss = 1.4124e-02, PNorm = 156.2470, GNorm = 0.5344, lr_0 = 9.1987e-04
Validation prc-auc = 0.027427
Epoch 1614
Validation prc-auc = 0.027651
Epoch 1615
Validation prc-auc = 0.028310
Epoch 1616
Validation prc-auc = 0.028766
Epoch 1617
Loss = 8.2362e-03, PNorm = 156.4037, GNorm = 0.4353, lr_0 = 9.1966e-04
Loss = 5.4239e-02, PNorm = 156.4144, GNorm = 3.2329, lr_0 = 9.1964e-04
Validation prc-auc = 0.028940
Epoch 1618
Validation prc-auc = 0.028575
Epoch 1619
Validation prc-auc = 0.027993
Epoch 1620
Validation prc-auc = 0.027345
Epoch 1621
Validation prc-auc = 0.027418
Epoch 1622
Loss = 2.9206e-02, PNorm = 156.5450, GNorm = 1.7064, lr_0 = 9.1941e-04
Loss = 3.5357e-02, PNorm = 156.5557, GNorm = 2.3739, lr_0 = 9.1939e-04
Validation prc-auc = 0.027949
Epoch 1623
Validation prc-auc = 0.029803
Epoch 1624
Validation prc-auc = 0.031808
Epoch 1625
Validation prc-auc = 0.032901
Epoch 1626
Validation prc-auc = 0.033535
Epoch 1627
Loss = 9.4549e-04, PNorm = 156.6601, GNorm = 0.0389, lr_0 = 9.1918e-04
Validation prc-auc = 0.034292
Epoch 1628
Validation prc-auc = 0.035060
Epoch 1629
Validation prc-auc = 0.035264
Epoch 1630
Validation prc-auc = 0.034549
Epoch 1631
Validation prc-auc = 0.033500
Epoch 1632
Loss = 9.4989e-02, PNorm = 156.7394, GNorm = 2.1929, lr_0 = 9.1894e-04
Validation prc-auc = 0.034506
Epoch 1633
Validation prc-auc = 0.036016
Epoch 1634
Validation prc-auc = 0.037247
Epoch 1635
Validation prc-auc = 0.038381
Epoch 1636
Loss = 1.6284e-02, PNorm = 156.7981, GNorm = 0.5255, lr_0 = 9.1873e-04
Loss = 7.4577e-05, PNorm = 156.8023, GNorm = 0.0052, lr_0 = 9.1871e-04
Validation prc-auc = 0.038820
Epoch 1637
Validation prc-auc = 0.039088
Epoch 1638
Validation prc-auc = 0.039220
Epoch 1639
Validation prc-auc = 0.039387
Epoch 1640
Validation prc-auc = 0.038853
Epoch 1641
Loss = 7.2871e-03, PNorm = 156.8570, GNorm = 0.6279, lr_0 = 9.1848e-04
Validation prc-auc = 0.038984
Epoch 1642
Validation prc-auc = 0.039538
Epoch 1643
Validation prc-auc = 0.039531
Epoch 1644
Validation prc-auc = 0.037635
Epoch 1645
Validation prc-auc = 0.036488
Epoch 1646
Loss = 2.0087e-01, PNorm = 156.9437, GNorm = 1.7477, lr_0 = 9.1825e-04
Validation prc-auc = 0.035660
Epoch 1647
Validation prc-auc = 0.035113
Epoch 1648
Validation prc-auc = 0.034315
Epoch 1649
Validation prc-auc = 0.034064
Epoch 1650
Loss = 2.2865e-02, PNorm = 157.0697, GNorm = 0.2364, lr_0 = 9.1804e-04
Loss = 1.8644e-03, PNorm = 157.0774, GNorm = 0.0915, lr_0 = 9.1803e-04
Validation prc-auc = 0.035271
Epoch 1651
Validation prc-auc = 0.035102
Epoch 1652
Validation prc-auc = 0.035441
Epoch 1653
Validation prc-auc = 0.035445
Epoch 1654
Validation prc-auc = 0.035209
Epoch 1655
Loss = 5.2957e-03, PNorm = 157.1625, GNorm = 0.1874, lr_0 = 9.1780e-04
Loss = 1.4238e-03, PNorm = 157.1672, GNorm = 0.0647, lr_0 = 9.1778e-04
Validation prc-auc = 0.035169
Epoch 1656
Validation prc-auc = 0.035330
Epoch 1657
Validation prc-auc = 0.035578
Epoch 1658
Validation prc-auc = 0.036151
Epoch 1659
Validation prc-auc = 0.037580
Epoch 1660
Loss = 4.4144e-03, PNorm = 157.2054, GNorm = 0.1170, lr_0 = 9.1757e-04
Validation prc-auc = 0.038137
Epoch 1661
Validation prc-auc = 0.039932
Epoch 1662
Validation prc-auc = 0.040413
Epoch 1663
Validation prc-auc = 0.040891
Epoch 1664
Validation prc-auc = 0.041386
Epoch 1665
Loss = 1.3428e-02, PNorm = 157.2592, GNorm = 0.7695, lr_0 = 9.1733e-04
Validation prc-auc = 0.041730
Epoch 1666
Validation prc-auc = 0.041974
Epoch 1667
Validation prc-auc = 0.042961
Epoch 1668
Validation prc-auc = 0.041928
Epoch 1669
Loss = 2.9341e-02, PNorm = 157.3072, GNorm = 0.1996, lr_0 = 9.1712e-04
Loss = 1.1740e-03, PNorm = 157.3121, GNorm = 0.0871, lr_0 = 9.1710e-04
Validation prc-auc = 0.042274
Epoch 1670
Validation prc-auc = 0.043127
Epoch 1671
Validation prc-auc = 0.043789
Epoch 1672
Validation prc-auc = 0.043981
Epoch 1673
Validation prc-auc = 0.044498
Epoch 1674
Loss = 3.1811e-03, PNorm = 157.3787, GNorm = 0.0739, lr_0 = 9.1687e-04
Validation prc-auc = 0.045016
Epoch 1675
Validation prc-auc = 0.045383
Epoch 1676
Validation prc-auc = 0.045902
Epoch 1677
Validation prc-auc = 0.045892
Epoch 1678
Validation prc-auc = 0.046295
Epoch 1679
Loss = 9.5332e-04, PNorm = 157.4174, GNorm = 0.0335, lr_0 = 9.1664e-04
Validation prc-auc = 0.046832
Epoch 1680
Validation prc-auc = 0.046323
Epoch 1681
Validation prc-auc = 0.046595
Epoch 1682
Validation prc-auc = 0.046288
Epoch 1683
Loss = 1.3803e-03, PNorm = 157.4429, GNorm = 0.2202, lr_0 = 9.1642e-04
Validation prc-auc = 0.046463
Epoch 1684
Validation prc-auc = 0.045237
Epoch 1685
Validation prc-auc = 0.043963
Epoch 1686
Validation prc-auc = 0.042081
Epoch 1687
Validation prc-auc = 0.039922
Epoch 1688
Loss = 2.0698e-02, PNorm = 157.4714, GNorm = 0.1228, lr_0 = 9.1619e-04
Loss = 2.1656e-06, PNorm = 157.4743, GNorm = 0.0002, lr_0 = 9.1617e-04
Validation prc-auc = 0.038765
Epoch 1689
Validation prc-auc = 0.038283
Epoch 1690
Validation prc-auc = 0.037776
Epoch 1691
Validation prc-auc = 0.037741
Epoch 1692
Validation prc-auc = 0.036034
Epoch 1693
Loss = 9.0004e-04, PNorm = 157.5336, GNorm = 0.0466, lr_0 = 9.1596e-04
Validation prc-auc = 0.034150
Epoch 1694
Validation prc-auc = 0.032793
Epoch 1695
Validation prc-auc = 0.029584
Epoch 1696
Validation prc-auc = 0.028359
Epoch 1697
Validation prc-auc = 0.025704
Epoch 1698
Loss = 1.1426e-01, PNorm = 157.7176, GNorm = 1.1741, lr_0 = 9.1572e-04
Validation prc-auc = 0.025677
Epoch 1699
Validation prc-auc = 0.024468
Epoch 1700
Validation prc-auc = 0.023082
Epoch 1701
Validation prc-auc = 0.023888
Epoch 1702
Loss = 5.0498e-02, PNorm = 157.9077, GNorm = 0.7373, lr_0 = 9.1551e-04
Loss = 1.4735e-02, PNorm = 157.9205, GNorm = 0.5527, lr_0 = 9.1549e-04
Validation prc-auc = 0.024935
Epoch 1703
Validation prc-auc = 0.025750
Epoch 1704
Validation prc-auc = 0.027010
Epoch 1705
Validation prc-auc = 0.028503
Epoch 1706
Validation prc-auc = 0.029184
Epoch 1707
Loss = 3.9164e-02, PNorm = 158.0688, GNorm = 1.1545, lr_0 = 9.1526e-04
Loss = 1.5850e-02, PNorm = 158.0789, GNorm = 0.4838, lr_0 = 9.1525e-04
Validation prc-auc = 0.030365
Epoch 1708
Validation prc-auc = 0.031104
Epoch 1709
Validation prc-auc = 0.031755
Epoch 1710
Validation prc-auc = 0.032234
Epoch 1711
Validation prc-auc = 0.031366
Epoch 1712
Loss = 9.4631e-03, PNorm = 158.1935, GNorm = 0.4415, lr_0 = 9.1504e-04
Validation prc-auc = 0.030615
Epoch 1713
Validation prc-auc = 0.029566
Epoch 1714
Validation prc-auc = 0.029116
Epoch 1715
Validation prc-auc = 0.029345
Epoch 1716
Loss = 8.0294e-03, PNorm = 158.2935, GNorm = 0.2724, lr_0 = 9.1481e-04
Validation prc-auc = 0.029311
Epoch 1717
Validation prc-auc = 0.028228
Epoch 1718
Validation prc-auc = 0.027183
Epoch 1719
Validation prc-auc = 0.025643
Epoch 1720
Validation prc-auc = 0.024798
Epoch 1721
Loss = 3.9104e-02, PNorm = 158.4855, GNorm = 0.8515, lr_0 = 9.1458e-04
Loss = 3.2576e-03, PNorm = 158.4983, GNorm = 0.1921, lr_0 = 9.1457e-04
Validation prc-auc = 0.025108
Epoch 1722
Validation prc-auc = 0.025146
Epoch 1723
Validation prc-auc = 0.026015
Epoch 1724
Validation prc-auc = 0.027047
Epoch 1725
Validation prc-auc = 0.027259
Epoch 1726
Loss = 4.0153e-02, PNorm = 158.6311, GNorm = 0.7324, lr_0 = 9.1436e-04
Validation prc-auc = 0.027853
Epoch 1727
Validation prc-auc = 0.029165
Epoch 1728
Validation prc-auc = 0.029131
Epoch 1729
Validation prc-auc = 0.029267
Epoch 1730
Validation prc-auc = 0.028772
Epoch 1731
Loss = 3.2999e-02, PNorm = 158.7644, GNorm = 0.8122, lr_0 = 9.1411e-04
Validation prc-auc = 0.028622
Epoch 1732
Validation prc-auc = 0.028349
Epoch 1733
Validation prc-auc = 0.027953
Epoch 1734
Validation prc-auc = 0.027212
Epoch 1735
Loss = 1.0771e-03, PNorm = 158.8414, GNorm = 0.0354, lr_0 = 9.1390e-04
Loss = 4.3926e-04, PNorm = 158.8459, GNorm = 0.0263, lr_0 = 9.1389e-04
Validation prc-auc = 0.026954
Epoch 1736
Validation prc-auc = 0.026657
Epoch 1737
Validation prc-auc = 0.026561
Epoch 1738
Validation prc-auc = 0.026450
Epoch 1739
Validation prc-auc = 0.026681
Epoch 1740
Loss = 4.0262e-04, PNorm = 158.8900, GNorm = 0.0233, lr_0 = 9.1366e-04
Loss = 6.4693e-04, PNorm = 158.8933, GNorm = 0.0476, lr_0 = 9.1364e-04
Validation prc-auc = 0.027140
Epoch 1741
Validation prc-auc = 0.027109
Epoch 1742
Validation prc-auc = 0.027244
Epoch 1743
Validation prc-auc = 0.028279
Epoch 1744
Validation prc-auc = 0.028763
Epoch 1745
Loss = 5.0843e-04, PNorm = 158.9465, GNorm = 0.0243, lr_0 = 9.1343e-04
Validation prc-auc = 0.029017
Epoch 1746
Validation prc-auc = 0.029899
Epoch 1747
Validation prc-auc = 0.030109
Epoch 1748
Validation prc-auc = 0.031138
Epoch 1749
Loss = 6.3600e-04, PNorm = 159.0178, GNorm = 0.0053, lr_0 = 9.1320e-04
Validation prc-auc = 0.032351
Epoch 1750
Validation prc-auc = 0.032854
Epoch 1751
Validation prc-auc = 0.033394
Epoch 1752
Validation prc-auc = 0.033558
Epoch 1753
Validation prc-auc = 0.033670
Epoch 1754
Loss = 4.8815e-03, PNorm = 159.1016, GNorm = 0.0364, lr_0 = 9.1298e-04
Loss = 8.6226e-06, PNorm = 159.1060, GNorm = 0.0009, lr_0 = 9.1296e-04
Validation prc-auc = 0.033369
Epoch 1755
Validation prc-auc = 0.033728
Epoch 1756
Validation prc-auc = 0.033904
Epoch 1757
Validation prc-auc = 0.033374
Epoch 1758
Validation prc-auc = 0.032380
Epoch 1759
Loss = 4.5869e-04, PNorm = 159.1537, GNorm = 0.0613, lr_0 = 9.1275e-04
Validation prc-auc = 0.031866
Epoch 1760
Validation prc-auc = 0.031699
Epoch 1761
Validation prc-auc = 0.033230
Epoch 1762
Validation prc-auc = 0.033736
Epoch 1763
Validation prc-auc = 0.034007
Epoch 1764
Loss = 1.2544e-03, PNorm = 159.2231, GNorm = 0.0421, lr_0 = 9.1251e-04
Validation prc-auc = 0.034308
Epoch 1765
Validation prc-auc = 0.034656
Epoch 1766
Validation prc-auc = 0.033797
Epoch 1767
Validation prc-auc = 0.032164
Epoch 1768
Loss = 1.3435e-01, PNorm = 159.3054, GNorm = 6.9552, lr_0 = 9.1230e-04
Loss = 1.5258e-05, PNorm = 159.3107, GNorm = 0.0012, lr_0 = 9.1228e-04
Validation prc-auc = 0.031606
Epoch 1769
Validation prc-auc = 0.031173
Epoch 1770
Validation prc-auc = 0.030952
Epoch 1771
Validation prc-auc = 0.031135
Epoch 1772
Validation prc-auc = 0.033052
Epoch 1773
Loss = 3.7049e-02, PNorm = 159.4423, GNorm = 0.0568, lr_0 = 9.1206e-04
Loss = 8.0381e-04, PNorm = 159.4526, GNorm = 0.0470, lr_0 = 9.1204e-04
Validation prc-auc = 0.034893
Epoch 1774
Validation prc-auc = 0.036280
Epoch 1775
Validation prc-auc = 0.037346
Epoch 1776
Validation prc-auc = 0.039021
Epoch 1777
Validation prc-auc = 0.039473
Epoch 1778
Loss = 4.6756e-03, PNorm = 159.5805, GNorm = 0.1198, lr_0 = 9.1183e-04
Validation prc-auc = 0.038839
Epoch 1779
Validation prc-auc = 0.037941
Epoch 1780
Validation prc-auc = 0.037982
Epoch 1781
Validation prc-auc = 0.037689
Epoch 1782
Validation prc-auc = 0.037874
Epoch 1783
Loss = 1.0013e-02, PNorm = 159.6812, GNorm = 0.2466, lr_0 = 9.1159e-04
Validation prc-auc = 0.038021
Epoch 1784
Validation prc-auc = 0.037715
Epoch 1785
Validation prc-auc = 0.038098
Epoch 1786
Validation prc-auc = 0.038038
Epoch 1787
Loss = 6.4193e-03, PNorm = 159.7292, GNorm = 0.4965, lr_0 = 9.1138e-04
Loss = 1.3192e-04, PNorm = 159.7325, GNorm = 0.0075, lr_0 = 9.1136e-04
Validation prc-auc = 0.037343
Epoch 1788
Validation prc-auc = 0.037350
Epoch 1789
Validation prc-auc = 0.036970
Epoch 1790
Validation prc-auc = 0.036320
Epoch 1791
Validation prc-auc = 0.035557
Epoch 1792
Loss = 6.5636e-02, PNorm = 159.7741, GNorm = 0.8995, lr_0 = 9.1115e-04
Validation prc-auc = 0.035032
Epoch 1793
Validation prc-auc = 0.033756
Epoch 1794
Validation prc-auc = 0.033754
Epoch 1795
Validation prc-auc = 0.033371
Epoch 1796
Validation prc-auc = 0.033244
Epoch 1797
Loss = 2.1389e-03, PNorm = 159.8285, GNorm = 0.0680, lr_0 = 9.1091e-04
Validation prc-auc = 0.033040
Epoch 1798
Validation prc-auc = 0.032856
Epoch 1799
Validation prc-auc = 0.032671
Epoch 1800
Validation prc-auc = 0.031552
Epoch 1801
Loss = 6.7412e-02, PNorm = 159.8699, GNorm = 1.5952, lr_0 = 9.1070e-04
Loss = 2.1891e-02, PNorm = 159.8806, GNorm = 3.6567, lr_0 = 9.1068e-04
Validation prc-auc = 0.029442
Epoch 1802
Validation prc-auc = 0.032468
Epoch 1803
Validation prc-auc = 0.034657
Epoch 1804
Validation prc-auc = 0.034044
Epoch 1805
Validation prc-auc = 0.033000
Epoch 1806
Loss = 1.4134e-02, PNorm = 160.0841, GNorm = 0.5033, lr_0 = 9.1046e-04
Loss = 1.2431e-04, PNorm = 160.0963, GNorm = 0.0114, lr_0 = 9.1044e-04
Validation prc-auc = 0.032338
Epoch 1807
Validation prc-auc = 0.032975
Epoch 1808
Validation prc-auc = 0.033457
Epoch 1809
Validation prc-auc = 0.034174
Epoch 1810
Validation prc-auc = 0.035233
Epoch 1811
Loss = 3.6691e-03, PNorm = 160.2052, GNorm = 0.0866, lr_0 = 9.1023e-04
Validation prc-auc = 0.035622
Epoch 1812
Validation prc-auc = 0.035808
Epoch 1813
Validation prc-auc = 0.036506
Epoch 1814
Validation prc-auc = 0.036902
Epoch 1815
Validation prc-auc = 0.036990
Epoch 1816
Loss = 6.7499e-03, PNorm = 160.2652, GNorm = 0.1572, lr_0 = 9.0999e-04
Validation prc-auc = 0.037056
Epoch 1817
Validation prc-auc = 0.037262
Epoch 1818
Validation prc-auc = 0.037209
Epoch 1819
Validation prc-auc = 0.037612
Epoch 1820
Loss = 9.1201e-04, PNorm = 160.3003, GNorm = 0.0178, lr_0 = 9.0978e-04
Loss = 1.5113e-03, PNorm = 160.3029, GNorm = 0.0807, lr_0 = 9.0976e-04
Validation prc-auc = 0.037686
Epoch 1821
Validation prc-auc = 0.037411
Epoch 1822
Validation prc-auc = 0.037215
Epoch 1823
Validation prc-auc = 0.037322
Epoch 1824
Validation prc-auc = 0.037228
Epoch 1825
Loss = 1.6911e-02, PNorm = 160.3416, GNorm = 0.8627, lr_0 = 9.0955e-04
Validation prc-auc = 0.037419
Epoch 1826
Validation prc-auc = 0.036787
Epoch 1827
Validation prc-auc = 0.035767
Epoch 1828
Validation prc-auc = 0.035211
Epoch 1829
Validation prc-auc = 0.034142
Epoch 1830
Loss = 3.8083e-04, PNorm = 160.4697, GNorm = 0.0159, lr_0 = 9.0931e-04
Validation prc-auc = 0.032771
Epoch 1831
Validation prc-auc = 0.033905
Epoch 1832
Validation prc-auc = 0.034373
Epoch 1833
Validation prc-auc = 0.033187
Epoch 1834
Loss = 1.2795e-01, PNorm = 160.6595, GNorm = 0.0984, lr_0 = 9.0910e-04
Loss = 1.8875e-06, PNorm = 160.6722, GNorm = 0.0002, lr_0 = 9.0909e-04
Validation prc-auc = 0.033824
Epoch 1835
Validation prc-auc = 0.035894
Epoch 1836
Validation prc-auc = 0.035141
Epoch 1837
Validation prc-auc = 0.033551
Epoch 1838
Validation prc-auc = 0.034266
Epoch 1839
Loss = 3.7804e-03, PNorm = 160.8378, GNorm = 0.4564, lr_0 = 9.0886e-04
Loss = 6.3189e-05, PNorm = 160.8488, GNorm = 0.0088, lr_0 = 9.0884e-04
Validation prc-auc = 0.032794
Epoch 1840
Validation prc-auc = 0.033008
Epoch 1841
Validation prc-auc = 0.034589
Epoch 1842
Validation prc-auc = 0.035270
Epoch 1843
Validation prc-auc = 0.034980
Epoch 1844
Loss = 2.7898e-03, PNorm = 160.9686, GNorm = 0.0695, lr_0 = 9.0863e-04
Validation prc-auc = 0.034717
Epoch 1845
Validation prc-auc = 0.034366
Epoch 1846
Validation prc-auc = 0.033811
Epoch 1847
Validation prc-auc = 0.034976
Epoch 1848
Validation prc-auc = 0.034943
Epoch 1849
Loss = 3.2553e-03, PNorm = 161.0968, GNorm = 0.0780, lr_0 = 9.0839e-04
Validation prc-auc = 0.035911
Epoch 1850
Validation prc-auc = 0.035996
Epoch 1851
Validation prc-auc = 0.036598
Epoch 1852
Validation prc-auc = 0.040005
Epoch 1853
Loss = 7.4022e-03, PNorm = 161.1884, GNorm = 0.1758, lr_0 = 9.0818e-04
Loss = 5.1234e-05, PNorm = 161.1957, GNorm = 0.0038, lr_0 = 9.0817e-04
Validation prc-auc = 0.042619
Epoch 1854
Validation prc-auc = 0.044616
Epoch 1855
Validation prc-auc = 0.045656
Epoch 1856
Validation prc-auc = 0.046441
Epoch 1857
Validation prc-auc = 0.046274
Epoch 1858
Loss = 5.6669e-03, PNorm = 161.2923, GNorm = 0.0205, lr_0 = 9.0794e-04
Validation prc-auc = 0.045405
Epoch 1859
Validation prc-auc = 0.043326
Epoch 1860
Validation prc-auc = 0.041389
Epoch 1861
Validation prc-auc = 0.040677
Epoch 1862
Validation prc-auc = 0.040615
Epoch 1863
Loss = 2.7665e-04, PNorm = 161.3727, GNorm = 0.0153, lr_0 = 9.0772e-04
Validation prc-auc = 0.039317
Epoch 1864
Validation prc-auc = 0.038578
Epoch 1865
Validation prc-auc = 0.037438
Epoch 1866
Validation prc-auc = 0.036101
Epoch 1867
Loss = 8.2075e-03, PNorm = 161.4638, GNorm = 1.1007, lr_0 = 9.0751e-04
Loss = 3.7431e-04, PNorm = 161.4712, GNorm = 0.0237, lr_0 = 9.0749e-04
Validation prc-auc = 0.036267
Epoch 1868
Validation prc-auc = 0.035936
Epoch 1869
Validation prc-auc = 0.036630
Epoch 1870
Validation prc-auc = 0.036347
Epoch 1871
Validation prc-auc = 0.036002
Epoch 1872
Loss = 1.3135e-03, PNorm = 161.5591, GNorm = 0.0097, lr_0 = 9.0727e-04
Loss = 3.9736e-08, PNorm = 161.5639, GNorm = 0.0000, lr_0 = 9.0725e-04
Validation prc-auc = 0.035877
Epoch 1873
Validation prc-auc = 0.036108
Epoch 1874
Validation prc-auc = 0.036850
Epoch 1875
Validation prc-auc = 0.037905
Epoch 1876
Validation prc-auc = 0.038722
Epoch 1877
Loss = 5.4720e-02, PNorm = 161.6068, GNorm = 3.4903, lr_0 = 9.0704e-04
Validation prc-auc = 0.038327
Epoch 1878
Validation prc-auc = 0.037641
Epoch 1879
Validation prc-auc = 0.037565
Epoch 1880
Validation prc-auc = 0.037679
Epoch 1881
Validation prc-auc = 0.037440
Epoch 1882
Loss = 1.9153e-03, PNorm = 161.6834, GNorm = 0.0597, lr_0 = 9.0680e-04
Validation prc-auc = 0.037492
Epoch 1883
Validation prc-auc = 0.038237
Epoch 1884
Validation prc-auc = 0.038798
Epoch 1885
Validation prc-auc = 0.039792
Epoch 1886
Loss = 1.0724e-03, PNorm = 161.7303, GNorm = 0.0321, lr_0 = 9.0659e-04
Loss = 2.7944e-03, PNorm = 161.7341, GNorm = 0.1384, lr_0 = 9.0657e-04
Validation prc-auc = 0.040224
Epoch 1887
Validation prc-auc = 0.039962
Epoch 1888
Validation prc-auc = 0.039469
Epoch 1889
Validation prc-auc = 0.039181
Epoch 1890
Validation prc-auc = 0.038883
Epoch 1891
Loss = 5.2673e-02, PNorm = 161.7948, GNorm = 0.1147, lr_0 = 9.0635e-04
Validation prc-auc = 0.039277
Epoch 1892
Validation prc-auc = 0.038658
Epoch 1893
Validation prc-auc = 0.038474
Epoch 1894
Validation prc-auc = 0.037966
Epoch 1895
Validation prc-auc = 0.037749
Epoch 1896
Loss = 4.3962e-02, PNorm = 161.8633, GNorm = 0.9567, lr_0 = 9.0612e-04
Validation prc-auc = 0.039323
Epoch 1897
Validation prc-auc = 0.041217
Epoch 1898
Validation prc-auc = 0.041545
Epoch 1899
Validation prc-auc = 0.041992
Epoch 1900
Loss = 1.5123e-03, PNorm = 161.9160, GNorm = 0.0720, lr_0 = 9.0592e-04
Loss = 1.3907e-05, PNorm = 161.9195, GNorm = 0.0015, lr_0 = 9.0590e-04
Validation prc-auc = 0.042284
Epoch 1901
Validation prc-auc = 0.042523
Epoch 1902
Validation prc-auc = 0.042487
Epoch 1903
Validation prc-auc = 0.043135
Epoch 1904
Validation prc-auc = 0.045172
Epoch 1905
Loss = 4.3617e-04, PNorm = 161.9729, GNorm = 0.0128, lr_0 = 9.0567e-04
Loss = 2.0862e-06, PNorm = 161.9772, GNorm = 0.0002, lr_0 = 9.0566e-04
Validation prc-auc = 0.046078
Epoch 1906
Validation prc-auc = 0.046007
Epoch 1907
Validation prc-auc = 0.045508
Epoch 1908
Validation prc-auc = 0.043995
Epoch 1909
Validation prc-auc = 0.043396
Epoch 1910
Loss = 7.9793e-05, PNorm = 162.0745, GNorm = 0.0048, lr_0 = 9.0545e-04
Validation prc-auc = 0.041925
Epoch 1911
Validation prc-auc = 0.042118
Epoch 1912
Validation prc-auc = 0.042609
Epoch 1913
Validation prc-auc = 0.043643
Epoch 1914
Validation prc-auc = 0.043977
Epoch 1915
Loss = 3.4891e-05, PNorm = 162.1447, GNorm = 0.0032, lr_0 = 9.0521e-04
Validation prc-auc = 0.044393
Epoch 1916
Validation prc-auc = 0.043852
Epoch 1917
Validation prc-auc = 0.043063
Epoch 1918
Validation prc-auc = 0.043393
Epoch 1919
Loss = 3.3849e-04, PNorm = 162.1787, GNorm = 0.0184, lr_0 = 9.0500e-04
Loss = 1.9152e-05, PNorm = 162.1803, GNorm = 0.0016, lr_0 = 9.0498e-04
Validation prc-auc = 0.043626
Epoch 1920
Validation prc-auc = 0.043523
Epoch 1921
Validation prc-auc = 0.043378
Epoch 1922
Validation prc-auc = 0.044350
Epoch 1923
Validation prc-auc = 0.043893
Epoch 1924
Loss = 3.5303e-02, PNorm = 162.2080, GNorm = 3.9314, lr_0 = 9.0476e-04
Validation prc-auc = 0.044610
Epoch 1925
Validation prc-auc = 0.046224
Epoch 1926
Validation prc-auc = 0.046233
Epoch 1927
Validation prc-auc = 0.046452
Epoch 1928
Validation prc-auc = 0.046521
Epoch 1929
Loss = 2.6029e-03, PNorm = 162.2528, GNorm = 0.1431, lr_0 = 9.0454e-04
Validation prc-auc = 0.046250
Epoch 1930
Validation prc-auc = 0.046187
Epoch 1931
Validation prc-auc = 0.046690
Epoch 1932
Validation prc-auc = 0.046943
Epoch 1933
Loss = 1.1411e-01, PNorm = 162.3199, GNorm = 0.0302, lr_0 = 9.0431e-04
Validation prc-auc = 0.047614
Epoch 1934
Validation prc-auc = 0.048449
Epoch 1935
Validation prc-auc = 0.047644
Epoch 1936
Validation prc-auc = 0.047453
Epoch 1937
Validation prc-auc = 0.048056
Epoch 1938
Loss = 3.7155e-03, PNorm = 162.4209, GNorm = 0.1474, lr_0 = 9.0409e-04
Loss = 8.4286e-03, PNorm = 162.4296, GNorm = 0.3904, lr_0 = 9.0407e-04
Validation prc-auc = 0.049395
Epoch 1939
Validation prc-auc = 0.048770
Epoch 1940
Validation prc-auc = 0.047762
Epoch 1941
Validation prc-auc = 0.046067
Epoch 1942
Validation prc-auc = 0.044550
Epoch 1943
Loss = 2.5460e-03, PNorm = 162.5701, GNorm = 0.0733, lr_0 = 9.0386e-04
Validation prc-auc = 0.042351
Epoch 1944
Validation prc-auc = 0.041453
Epoch 1945
Validation prc-auc = 0.040879
Epoch 1946
Validation prc-auc = 0.039504
Epoch 1947
Validation prc-auc = 0.039170
Epoch 1948
Loss = 2.7245e-03, PNorm = 162.6507, GNorm = 0.0624, lr_0 = 9.0362e-04
Validation prc-auc = 0.039142
Epoch 1949
Validation prc-auc = 0.039076
Epoch 1950
Validation prc-auc = 0.039566
Epoch 1951
Validation prc-auc = 0.039614
Epoch 1952
Loss = 1.0560e-02, PNorm = 162.6993, GNorm = 0.3700, lr_0 = 9.0341e-04
Loss = 2.4536e-05, PNorm = 162.7046, GNorm = 0.0020, lr_0 = 9.0340e-04
Validation prc-auc = 0.039708
Epoch 1953
Validation prc-auc = 0.039989
Epoch 1954
Validation prc-auc = 0.039774
Epoch 1955
Validation prc-auc = 0.039665
Epoch 1956
Validation prc-auc = 0.039117
Epoch 1957
Loss = 3.0426e-03, PNorm = 162.7649, GNorm = 0.2015, lr_0 = 9.0317e-04
Loss = 5.3286e-04, PNorm = 162.7682, GNorm = 0.0279, lr_0 = 9.0316e-04
Validation prc-auc = 0.039208
Epoch 1958
Validation prc-auc = 0.040191
Epoch 1959
Validation prc-auc = 0.040981
Epoch 1960
Validation prc-auc = 0.041305
Epoch 1961
Validation prc-auc = 0.041436
Epoch 1962
Loss = 2.7891e-04, PNorm = 162.8012, GNorm = 0.0132, lr_0 = 9.0295e-04
Validation prc-auc = 0.041245
Epoch 1963
Validation prc-auc = 0.041254
Epoch 1964
Validation prc-auc = 0.041542
Epoch 1965
Validation prc-auc = 0.041683
Epoch 1966
Loss = 1.5732e-03, PNorm = 162.8630, GNorm = 0.0005, lr_0 = 9.0273e-04
Validation prc-auc = 0.042486
Epoch 1967
Validation prc-auc = 0.042521
Epoch 1968
Validation prc-auc = 0.042010
Epoch 1969
Validation prc-auc = 0.042062
Epoch 1970
Validation prc-auc = 0.041696
Epoch 1971
Loss = 1.9992e-04, PNorm = 162.9101, GNorm = 0.0070, lr_0 = 9.0250e-04
Loss = 5.9604e-06, PNorm = 162.9119, GNorm = 0.0005, lr_0 = 9.0249e-04
Validation prc-auc = 0.041603
Epoch 1972
Validation prc-auc = 0.042071
Epoch 1973
Validation prc-auc = 0.043015
Epoch 1974
Validation prc-auc = 0.043663
Epoch 1975
Validation prc-auc = 0.043930
Epoch 1976
Loss = 5.8392e-05, PNorm = 162.9818, GNorm = 0.0033, lr_0 = 9.0228e-04
Validation prc-auc = 0.044081
Epoch 1977
Validation prc-auc = 0.042666
Epoch 1978
Validation prc-auc = 0.038531
Epoch 1979
Validation prc-auc = 0.035052
Epoch 1980
Validation prc-auc = 0.033612
Epoch 1981
Loss = 4.2758e-04, PNorm = 163.1233, GNorm = 0.0178, lr_0 = 9.0204e-04
Validation prc-auc = 0.032672
Epoch 1982
Validation prc-auc = 0.031215
Epoch 1983
Validation prc-auc = 0.030888
Epoch 1984
Validation prc-auc = 0.031037
Epoch 1985
Loss = 3.3183e-02, PNorm = 163.2486, GNorm = 1.1541, lr_0 = 9.0183e-04
Loss = 4.9179e-03, PNorm = 163.2578, GNorm = 0.2455, lr_0 = 9.0181e-04
Validation prc-auc = 0.031328
Epoch 1986
Validation prc-auc = 0.031489
Epoch 1987
Validation prc-auc = 0.031855
Epoch 1988
Validation prc-auc = 0.031744
Epoch 1989
Validation prc-auc = 0.032017
Epoch 1990
Loss = 5.4155e-03, PNorm = 163.3536, GNorm = 0.1479, lr_0 = 9.0159e-04
Loss = 2.6103e-03, PNorm = 163.3596, GNorm = 0.1283, lr_0 = 9.0157e-04
Validation prc-auc = 0.031898
Epoch 1991
Validation prc-auc = 0.032102
Epoch 1992
Validation prc-auc = 0.032444
Epoch 1993
Validation prc-auc = 0.032996
Epoch 1994
Validation prc-auc = 0.033440
Epoch 1995
Loss = 6.8398e-04, PNorm = 163.4194, GNorm = 0.0302, lr_0 = 9.0137e-04
Validation prc-auc = 0.034139
Epoch 1996
Validation prc-auc = 0.033513
Epoch 1997
Validation prc-auc = 0.034145
Epoch 1998
Validation prc-auc = 0.027198
Epoch 1999
Loss = 2.1526e-03, PNorm = 163.5130, GNorm = 0.0117, lr_0 = 9.0114e-04
Validation prc-auc = 0.024465
Model 0 best validation prc-auc = 0.073856 on epoch 1213
Loading pretrained parameter "encoder.encoder.0.cached_zero_vector".
Loading pretrained parameter "encoder.encoder.0.W_i.weight".
Loading pretrained parameter "encoder.encoder.0.W_h.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.bias".
Loading pretrained parameter "ffn.1.weight".
Loading pretrained parameter "ffn.1.bias".
Loading pretrained parameter "ffn.4.weight".
Loading pretrained parameter "ffn.4.bias".
Loading pretrained parameter "ffn.7.weight".
Loading pretrained parameter "ffn.7.bias".
Moving model to cuda
Model 0 test prc-auc = 0.023858
Ensemble test prc-auc = 0.023858
Fold 6
Splitting data with seed 6
Class sizes
sars_cov_two_active 0: 98.39%, 1: 1.61%
Total size = 3,291 | train size = 3,291 | val size = 1,093 | test size = 1,084
With class_balance, effective train size = 106
Building model 0
MoleculeModel(
  (sigmoid): Sigmoid()
  (encoder): MPN(
    (encoder): ModuleList(
      (0): MPNEncoder(
        (dropout_layer): Dropout(p=0.30000000000000004, inplace=False)
        (act_func): ReLU()
        (W_i): Linear(in_features=147, out_features=2000, bias=False)
        (W_h): Linear(in_features=2000, out_features=2000, bias=False)
        (W_o): Linear(in_features=2133, out_features=2000, bias=True)
      )
    )
  )
  (ffn): Sequential(
    (0): Dropout(p=0.30000000000000004, inplace=False)
    (1): Linear(in_features=2000, out_features=2000, bias=True)
    (2): ReLU()
    (3): Dropout(p=0.30000000000000004, inplace=False)
    (4): Linear(in_features=2000, out_features=2000, bias=True)
    (5): ReLU()
    (6): Dropout(p=0.30000000000000004, inplace=False)
    (7): Linear(in_features=2000, out_features=1, bias=True)
  )
)
Number of parameters = 16,568,001
Moving model to cuda
Epoch 0
Validation prc-auc = 0.013256
Epoch 1
Validation prc-auc = 0.022950
Epoch 2
Validation prc-auc = 0.032072
Epoch 3
Validation prc-auc = 0.012215
Epoch 4
Loss = 6.7227e-01, PNorm = 91.3495, GNorm = 2.4780, lr_0 = 2.0385e-04
Loss = 7.3585e-01, PNorm = 91.3526, GNorm = 8.0345, lr_0 = 2.1077e-04
Validation prc-auc = 0.034102
Epoch 5
Validation prc-auc = 0.027621
Epoch 6
Validation prc-auc = 0.022739
Epoch 7
Validation prc-auc = 0.032924
Epoch 8
Validation prc-auc = 0.032677
Epoch 9
Loss = 7.4187e-01, PNorm = 91.4009, GNorm = 2.1366, lr_0 = 3.0077e-04
Validation prc-auc = 0.016706
Epoch 10
Validation prc-auc = 0.029217
Epoch 11
Validation prc-auc = 0.028195
Epoch 12
Validation prc-auc = 0.027685
Epoch 13
Validation prc-auc = 0.028257
Epoch 14
Loss = 6.8321e-01, PNorm = 91.4804, GNorm = 1.4022, lr_0 = 4.0462e-04
Validation prc-auc = 0.017136
Epoch 15
Validation prc-auc = 0.026083
Epoch 16
Validation prc-auc = 0.020205
Epoch 17
Validation prc-auc = 0.027749
Epoch 18
Loss = 6.9753e-01, PNorm = 91.5673, GNorm = 1.1999, lr_0 = 4.9462e-04
Loss = 5.8153e-01, PNorm = 91.5748, GNorm = 3.5949, lr_0 = 5.0154e-04
Validation prc-auc = 0.027087
Epoch 19
Validation prc-auc = 0.024990
Epoch 20
Validation prc-auc = 0.020681
Epoch 21
Validation prc-auc = 0.023767
Epoch 22
Validation prc-auc = 0.020988
Epoch 23
Loss = 7.7115e-01, PNorm = 91.6991, GNorm = 1.4167, lr_0 = 5.9846e-04
Loss = 5.5985e-01, PNorm = 91.7078, GNorm = 1.7538, lr_0 = 6.0538e-04
Validation prc-auc = 0.023988
Epoch 24
Validation prc-auc = 0.024177
Epoch 25
Validation prc-auc = 0.023971
Epoch 26
Validation prc-auc = 0.026782
Epoch 27
Validation prc-auc = 0.024866
Epoch 28
Loss = 6.7664e-01, PNorm = 91.8341, GNorm = 0.5858, lr_0 = 6.9538e-04
Validation prc-auc = 0.024774
Epoch 29
Validation prc-auc = 0.026344
Epoch 30
Validation prc-auc = 0.025696
Epoch 31
Validation prc-auc = 0.024370
Epoch 32
Validation prc-auc = 0.023954
Epoch 33
Loss = 6.5657e-01, PNorm = 91.9796, GNorm = 0.7170, lr_0 = 7.9923e-04
Validation prc-auc = 0.022973
Epoch 34
Validation prc-auc = 0.021142
Epoch 35
Validation prc-auc = 0.021181
Epoch 36
Validation prc-auc = 0.019612
Epoch 37
Loss = 6.7250e-01, PNorm = 92.1227, GNorm = 0.6205, lr_0 = 8.8923e-04
Loss = 5.2894e-01, PNorm = 92.1352, GNorm = 2.1150, lr_0 = 8.9615e-04
Validation prc-auc = 0.018593
Epoch 38
Validation prc-auc = 0.018970
Epoch 39
Validation prc-auc = 0.020175
Epoch 40
Validation prc-auc = 0.017773
Epoch 41
Validation prc-auc = 0.020322
Epoch 42
Loss = 6.1115e-01, PNorm = 92.3385, GNorm = 0.7586, lr_0 = 9.8615e-04
Validation prc-auc = 0.022776
Epoch 43
Validation prc-auc = 0.024473
Epoch 44
Validation prc-auc = 0.025781
Epoch 45
Validation prc-auc = 0.025237
Epoch 46
Validation prc-auc = 0.021927
Epoch 47
Loss = 5.0731e-01, PNorm = 92.6271, GNorm = 0.6099, lr_0 = 9.9977e-04
Validation prc-auc = 0.020167
Epoch 48
Validation prc-auc = 0.021454
Epoch 49
Validation prc-auc = 0.019220
Epoch 50
Validation prc-auc = 0.024035
Epoch 51
Loss = 7.1783e-01, PNorm = 92.9183, GNorm = 2.8309, lr_0 = 9.9954e-04
Loss = 5.9860e-01, PNorm = 92.9429, GNorm = 1.5681, lr_0 = 9.9952e-04
Validation prc-auc = 0.024349
Epoch 52
Validation prc-auc = 0.022607
Epoch 53
Validation prc-auc = 0.023521
Epoch 54
Validation prc-auc = 0.022976
Epoch 55
Validation prc-auc = 0.020772
Epoch 56
Loss = 6.2443e-01, PNorm = 93.3120, GNorm = 1.3273, lr_0 = 9.9927e-04
Loss = 4.8601e-01, PNorm = 93.3367, GNorm = 1.4487, lr_0 = 9.9926e-04
Validation prc-auc = 0.020190
Epoch 57
Validation prc-auc = 0.021140
Epoch 58
Validation prc-auc = 0.024196
Epoch 59
Validation prc-auc = 0.026243
Epoch 60
Validation prc-auc = 0.027218
Epoch 61
Loss = 7.4740e-01, PNorm = 93.6323, GNorm = 1.7133, lr_0 = 9.9903e-04
Validation prc-auc = 0.023233
Epoch 62
Validation prc-auc = 0.020289
Epoch 63
Validation prc-auc = 0.022583
Epoch 64
Validation prc-auc = 0.022993
Epoch 65
Validation prc-auc = 0.023439
Epoch 66
Loss = 4.9158e-01, PNorm = 93.9452, GNorm = 0.4363, lr_0 = 9.9876e-04
Validation prc-auc = 0.023412
Epoch 67
Validation prc-auc = 0.022765
Epoch 68
Validation prc-auc = 0.019701
Epoch 69
Validation prc-auc = 0.016835
Epoch 70
Loss = 6.1474e-01, PNorm = 94.1641, GNorm = 0.7717, lr_0 = 9.9853e-04
Loss = 6.1038e-01, PNorm = 94.1835, GNorm = 0.8576, lr_0 = 9.9851e-04
Validation prc-auc = 0.018341
Epoch 71
Validation prc-auc = 0.018734
Epoch 72
Validation prc-auc = 0.017747
Epoch 73
Validation prc-auc = 0.017095
Epoch 74
Validation prc-auc = 0.018346
Epoch 75
Loss = 5.5338e-01, PNorm = 94.4052, GNorm = 1.0236, lr_0 = 9.9828e-04
Validation prc-auc = 0.018132
Epoch 76
Validation prc-auc = 0.018470
Epoch 77
Validation prc-auc = 0.016506
Epoch 78
Validation prc-auc = 0.016372
Epoch 79
Validation prc-auc = 0.016449
Epoch 80
Loss = 5.9530e-01, PNorm = 94.7217, GNorm = 0.4444, lr_0 = 9.9802e-04
Validation prc-auc = 0.016241
Epoch 81
Validation prc-auc = 0.016818
Epoch 82
Validation prc-auc = 0.017340
Epoch 83
Validation prc-auc = 0.017200
Epoch 84
Loss = 5.3300e-01, PNorm = 94.9972, GNorm = 0.4465, lr_0 = 9.9779e-04
Loss = 7.1972e-01, PNorm = 95.0142, GNorm = 1.6996, lr_0 = 9.9777e-04
Validation prc-auc = 0.017671
Epoch 85
Validation prc-auc = 0.018599
Epoch 86
Validation prc-auc = 0.019942
Epoch 87
Validation prc-auc = 0.019575
Epoch 88
Validation prc-auc = 0.020452
Epoch 89
Loss = 5.3744e-01, PNorm = 95.2760, GNorm = 0.9174, lr_0 = 9.9752e-04
Loss = 6.5227e-01, PNorm = 95.2972, GNorm = 2.7359, lr_0 = 9.9750e-04
Validation prc-auc = 0.019748
Epoch 90
Validation prc-auc = 0.017915
Epoch 91
Validation prc-auc = 0.015463
Epoch 92
Validation prc-auc = 0.016385
Epoch 93
Validation prc-auc = 0.017621
Epoch 94
Loss = 5.1920e-01, PNorm = 95.6391, GNorm = 1.4493, lr_0 = 9.9727e-04
Validation prc-auc = 0.019194
Epoch 95
Validation prc-auc = 0.020269
Epoch 96
Validation prc-auc = 0.020684
Epoch 97
Validation prc-auc = 0.017873
Epoch 98
Validation prc-auc = 0.015161
Epoch 99
Loss = 6.0470e-01, PNorm = 95.9977, GNorm = 1.0465, lr_0 = 9.9701e-04
Validation prc-auc = 0.015064
Epoch 100
Validation prc-auc = 0.014903
Epoch 101
Validation prc-auc = 0.015227
Epoch 102
Validation prc-auc = 0.017138
Epoch 103
Loss = 5.2228e-01, PNorm = 96.3085, GNorm = 0.5098, lr_0 = 9.9678e-04
Loss = 3.3959e-01, PNorm = 96.3337, GNorm = 1.0068, lr_0 = 9.9676e-04
Validation prc-auc = 0.018018
Epoch 104
Validation prc-auc = 0.018042
Epoch 105
Validation prc-auc = 0.018062
Epoch 106
Validation prc-auc = 0.018554
Epoch 107
Validation prc-auc = 0.020014
Epoch 108
Loss = 4.5613e-01, PNorm = 96.6753, GNorm = 1.2921, lr_0 = 9.9651e-04
Validation prc-auc = 0.020767
Epoch 109
Validation prc-auc = 0.019090
Epoch 110
Validation prc-auc = 0.018542
Epoch 111
Validation prc-auc = 0.018003
Epoch 112
Validation prc-auc = 0.017957
Epoch 113
Loss = 5.0982e-01, PNorm = 97.0763, GNorm = 0.9524, lr_0 = 9.9627e-04
Validation prc-auc = 0.017895
Epoch 114
Validation prc-auc = 0.019417
Epoch 115
Validation prc-auc = 0.020017
Epoch 116
Validation prc-auc = 0.020866
Epoch 117
Loss = 4.6821e-01, PNorm = 97.4426, GNorm = 1.0664, lr_0 = 9.9604e-04
Loss = 3.1009e-01, PNorm = 97.4699, GNorm = 1.7959, lr_0 = 9.9602e-04
Validation prc-auc = 0.020946
Epoch 118
Validation prc-auc = 0.021176
Epoch 119
Validation prc-auc = 0.021271
Epoch 120
Validation prc-auc = 0.023689
Epoch 121
Validation prc-auc = 0.025662
Epoch 122
Loss = 5.3379e-01, PNorm = 97.8025, GNorm = 2.7370, lr_0 = 9.9577e-04
Loss = 3.3088e-01, PNorm = 97.8341, GNorm = 1.3069, lr_0 = 9.9575e-04
Validation prc-auc = 0.022848
Epoch 123
Validation prc-auc = 0.022034
Epoch 124
Validation prc-auc = 0.019128
Epoch 125
Validation prc-auc = 0.018987
Epoch 126
Validation prc-auc = 0.020392
Epoch 127
Loss = 3.4570e-01, PNorm = 98.2816, GNorm = 1.4797, lr_0 = 9.9552e-04
Validation prc-auc = 0.023857
Epoch 128
Validation prc-auc = 0.024046
Epoch 129
Validation prc-auc = 0.024895
Epoch 130
Validation prc-auc = 0.022763
Epoch 131
Validation prc-auc = 0.025287
Epoch 132
Loss = 3.7474e-01, PNorm = 98.7627, GNorm = 1.1631, lr_0 = 9.9526e-04
Validation prc-auc = 0.024021
Epoch 133
Validation prc-auc = 0.021711
Epoch 134
Validation prc-auc = 0.020037
Epoch 135
Validation prc-auc = 0.020319
Epoch 136
Loss = 3.9865e-01, PNorm = 99.1943, GNorm = 3.2105, lr_0 = 9.9503e-04
Loss = 1.0461e-01, PNorm = 99.2252, GNorm = 0.8559, lr_0 = 9.9501e-04
Validation prc-auc = 0.018990
Epoch 137
Validation prc-auc = 0.019968
Epoch 138
Validation prc-auc = 0.023931
Epoch 139
Validation prc-auc = 0.024185
Epoch 140
Validation prc-auc = 0.022945
Epoch 141
Loss = 4.2061e-01, PNorm = 99.5822, GNorm = 2.1585, lr_0 = 9.9477e-04
Validation prc-auc = 0.021316
Epoch 142
Validation prc-auc = 0.021847
Epoch 143
Validation prc-auc = 0.021365
Epoch 144
Validation prc-auc = 0.020297
Epoch 145
Validation prc-auc = 0.020039
Epoch 146
Loss = 1.8245e-01, PNorm = 99.9909, GNorm = 0.6591, lr_0 = 9.9452e-04
Validation prc-auc = 0.018393
Epoch 147
Validation prc-auc = 0.019860
Epoch 148
Validation prc-auc = 0.019944
Epoch 149
Validation prc-auc = 0.022281
Epoch 150
Loss = 4.0156e-01, PNorm = 100.4050, GNorm = 6.3824, lr_0 = 9.9429e-04
Loss = 7.8828e-01, PNorm = 100.4343, GNorm = 9.5868, lr_0 = 9.9427e-04
Validation prc-auc = 0.018606
Epoch 151
Validation prc-auc = 0.023281
Epoch 152
Validation prc-auc = 0.024303
Epoch 153
Validation prc-auc = 0.024227
Epoch 154
Validation prc-auc = 0.024241
Epoch 155
Loss = 2.9986e-01, PNorm = 100.9818, GNorm = 1.0099, lr_0 = 9.9403e-04
Loss = 2.6873e-01, PNorm = 101.0204, GNorm = 2.5506, lr_0 = 9.9401e-04
Validation prc-auc = 0.024167
Epoch 156
Validation prc-auc = 0.025564
Epoch 157
Validation prc-auc = 0.026235
Epoch 158
Validation prc-auc = 0.027551
Epoch 159
Validation prc-auc = 0.027072
Epoch 160
Loss = 1.4335e-01, PNorm = 101.4181, GNorm = 0.4982, lr_0 = 9.9378e-04
Validation prc-auc = 0.026193
Epoch 161
Validation prc-auc = 0.023652
Epoch 162
Validation prc-auc = 0.025776
Epoch 163
Validation prc-auc = 0.026108
Epoch 164
Validation prc-auc = 0.024141
Epoch 165
Loss = 4.2297e-01, PNorm = 101.8064, GNorm = 2.3502, lr_0 = 9.9351e-04
Validation prc-auc = 0.024166
Epoch 166
Validation prc-auc = 0.027985
Epoch 167
Validation prc-auc = 0.026199
Epoch 168
Validation prc-auc = 0.026264
Epoch 169
Loss = 2.5317e-01, PNorm = 102.1817, GNorm = 0.7221, lr_0 = 9.9329e-04
Loss = 2.4048e-01, PNorm = 102.2110, GNorm = 4.1635, lr_0 = 9.9327e-04
Validation prc-auc = 0.023318
Epoch 170
Validation prc-auc = 0.023092
Epoch 171
Validation prc-auc = 0.020833
Epoch 172
Validation prc-auc = 0.021336
Epoch 173
Validation prc-auc = 0.022178
Epoch 174
Loss = 3.3628e-01, PNorm = 102.6076, GNorm = 2.4086, lr_0 = 9.9302e-04
Validation prc-auc = 0.021676
Epoch 175
Validation prc-auc = 0.021684
Epoch 176
Validation prc-auc = 0.023401
Epoch 177
Validation prc-auc = 0.022054
Epoch 178
Validation prc-auc = 0.021154
Epoch 179
Loss = 2.1006e-01, PNorm = 103.0310, GNorm = 0.7018, lr_0 = 9.9277e-04
Validation prc-auc = 0.021769
Epoch 180
Validation prc-auc = 0.019884
Epoch 181
Validation prc-auc = 0.019096
Epoch 182
Validation prc-auc = 0.018996
Epoch 183
Loss = 2.0528e-01, PNorm = 103.4506, GNorm = 2.6763, lr_0 = 9.9253e-04
Validation prc-auc = 0.020084
Epoch 184
Validation prc-auc = 0.020380
Epoch 185
Validation prc-auc = 0.020315
Epoch 186
Validation prc-auc = 0.022306
Epoch 187
Validation prc-auc = 0.021662
Epoch 188
Loss = 1.6131e-01, PNorm = 103.7837, GNorm = 0.7078, lr_0 = 9.9228e-04
Loss = 8.8548e-02, PNorm = 103.8087, GNorm = 1.2618, lr_0 = 9.9226e-04
Validation prc-auc = 0.020213
Epoch 189
Validation prc-auc = 0.019774
Epoch 190
Validation prc-auc = 0.019803
Epoch 191
Validation prc-auc = 0.020894
Epoch 192
Validation prc-auc = 0.020681
Epoch 193
Loss = 2.0021e-01, PNorm = 104.0811, GNorm = 1.0095, lr_0 = 9.9204e-04
Validation prc-auc = 0.021146
Epoch 194
Validation prc-auc = 0.021967
Epoch 195
Validation prc-auc = 0.022013
Epoch 196
Validation prc-auc = 0.021987
Epoch 197
Validation prc-auc = 0.022939
Epoch 198
Loss = 1.2443e-01, PNorm = 104.3492, GNorm = 1.3846, lr_0 = 9.9177e-04
Validation prc-auc = 0.023240
Epoch 199
Validation prc-auc = 0.022852
Epoch 200
Validation prc-auc = 0.023568
Epoch 201
Validation prc-auc = 0.024439
Epoch 202
Loss = 7.8671e-02, PNorm = 104.5179, GNorm = 1.0338, lr_0 = 9.9154e-04
Loss = 1.3934e-01, PNorm = 104.5326, GNorm = 4.5764, lr_0 = 9.9153e-04
Validation prc-auc = 0.023133
Epoch 203
Validation prc-auc = 0.022011
Epoch 204
Validation prc-auc = 0.023209
Epoch 205
Validation prc-auc = 0.022371
Epoch 206
Validation prc-auc = 0.020577
Epoch 207
Loss = 3.3940e-01, PNorm = 104.8053, GNorm = 3.0700, lr_0 = 9.9128e-04
Loss = 4.0642e-01, PNorm = 104.8388, GNorm = 3.0092, lr_0 = 9.9126e-04
Validation prc-auc = 0.025398
Epoch 208
Validation prc-auc = 0.027386
Epoch 209
Validation prc-auc = 0.024522
Epoch 210
Validation prc-auc = 0.024149
Epoch 211
Validation prc-auc = 0.024173
Epoch 212
Loss = 2.8528e-01, PNorm = 105.3797, GNorm = 1.3128, lr_0 = 9.9103e-04
Validation prc-auc = 0.023354
Epoch 213
Validation prc-auc = 0.023020
Epoch 214
Validation prc-auc = 0.022721
Epoch 215
Validation prc-auc = 0.020508
Epoch 216
Loss = 3.0390e-01, PNorm = 105.8333, GNorm = 9.2369, lr_0 = 9.9079e-04
Validation prc-auc = 0.021879
Epoch 217
Validation prc-auc = 0.021734
Epoch 218
Validation prc-auc = 0.019865
Epoch 219
Validation prc-auc = 0.021328
Epoch 220
Validation prc-auc = 0.024061
Epoch 221
Loss = 2.5250e-01, PNorm = 106.3301, GNorm = 2.3504, lr_0 = 9.9054e-04
Loss = 8.1731e-02, PNorm = 106.3611, GNorm = 0.9479, lr_0 = 9.9052e-04
Validation prc-auc = 0.025423
Epoch 222
Validation prc-auc = 0.026587
Epoch 223
Validation prc-auc = 0.028302
Epoch 224
Validation prc-auc = 0.030326
Epoch 225
Validation prc-auc = 0.029809
Epoch 226
Loss = 1.3691e-01, PNorm = 106.7089, GNorm = 0.7024, lr_0 = 9.9030e-04
Validation prc-auc = 0.026601
Epoch 227
Validation prc-auc = 0.023953
Epoch 228
Validation prc-auc = 0.023415
Epoch 229
Validation prc-auc = 0.022988
Epoch 230
Validation prc-auc = 0.023963
Epoch 231
Loss = 7.1233e-02, PNorm = 106.9450, GNorm = 0.5846, lr_0 = 9.9003e-04
Validation prc-auc = 0.024001
Epoch 232
Validation prc-auc = 0.025773
Epoch 233
Validation prc-auc = 0.030406
Epoch 234
Validation prc-auc = 0.030796
Epoch 235
Loss = 1.6361e-01, PNorm = 107.0894, GNorm = 1.2803, lr_0 = 9.8980e-04
Loss = 4.8768e-02, PNorm = 107.1009, GNorm = 0.6813, lr_0 = 9.8979e-04
Validation prc-auc = 0.028947
Epoch 236
Validation prc-auc = 0.029767
Epoch 237
Validation prc-auc = 0.030625
Epoch 238
Validation prc-auc = 0.029713
Epoch 239
Validation prc-auc = 0.028464
Epoch 240
Loss = 7.9988e-02, PNorm = 107.2552, GNorm = 0.5386, lr_0 = 9.8954e-04
Loss = 6.2208e-02, PNorm = 107.2686, GNorm = 0.7008, lr_0 = 9.8952e-04
Validation prc-auc = 0.027236
Epoch 241
Validation prc-auc = 0.025853
Epoch 242
Validation prc-auc = 0.026267
Epoch 243
Validation prc-auc = 0.025901
Epoch 244
Validation prc-auc = 0.026032
Epoch 245
Loss = 1.9993e-01, PNorm = 107.4159, GNorm = 2.5628, lr_0 = 9.8930e-04
Validation prc-auc = 0.024274
Epoch 246
Validation prc-auc = 0.022602
Epoch 247
Validation prc-auc = 0.025421
Epoch 248
Validation prc-auc = 0.025492
Epoch 249
Loss = 1.8826e-01, PNorm = 107.6424, GNorm = 0.5737, lr_0 = 9.8905e-04
Validation prc-auc = 0.029121
Epoch 250
Validation prc-auc = 0.033383
Epoch 251
Validation prc-auc = 0.038050
Epoch 252
Validation prc-auc = 0.028919
Epoch 253
Validation prc-auc = 0.026069
Epoch 254
Loss = 2.0518e-01, PNorm = 107.9135, GNorm = 0.9144, lr_0 = 9.8880e-04
Loss = 2.2442e-02, PNorm = 107.9294, GNorm = 0.4823, lr_0 = 9.8879e-04
Validation prc-auc = 0.029140
Epoch 255
Validation prc-auc = 0.027968
Epoch 256
Validation prc-auc = 0.025294
Epoch 257
Validation prc-auc = 0.023100
Epoch 258
Validation prc-auc = 0.022394
Epoch 259
Loss = 1.2884e-01, PNorm = 108.1570, GNorm = 3.0078, lr_0 = 9.8856e-04
Validation prc-auc = 0.022044
Epoch 260
Validation prc-auc = 0.022988
Epoch 261
Validation prc-auc = 0.024098
Epoch 262
Validation prc-auc = 0.027340
Epoch 263
Validation prc-auc = 0.027111
Epoch 264
Loss = 1.3939e-01, PNorm = 108.4111, GNorm = 2.3461, lr_0 = 9.8830e-04
Validation prc-auc = 0.025021
Epoch 265
Validation prc-auc = 0.023479
Epoch 266
Validation prc-auc = 0.025904
Epoch 267
Validation prc-auc = 0.028828
Epoch 268
Loss = 2.1326e-01, PNorm = 108.6769, GNorm = 4.2449, lr_0 = 9.8807e-04
Loss = 9.8604e-02, PNorm = 108.7015, GNorm = 1.9273, lr_0 = 9.8805e-04
Validation prc-auc = 0.027331
Epoch 269
Validation prc-auc = 0.026151
Epoch 270
Validation prc-auc = 0.026833
Epoch 271
Validation prc-auc = 0.024528
Epoch 272
Validation prc-auc = 0.022893
Epoch 273
Loss = 9.1089e-02, PNorm = 109.0435, GNorm = 1.5061, lr_0 = 9.8781e-04
Loss = 1.0178e-01, PNorm = 109.0674, GNorm = 3.5301, lr_0 = 9.8779e-04
Validation prc-auc = 0.023083
Epoch 274
Validation prc-auc = 0.023648
Epoch 275
Validation prc-auc = 0.022569
Epoch 276
Validation prc-auc = 0.022170
Epoch 277
Validation prc-auc = 0.024338
Epoch 278
Loss = 5.7347e-02, PNorm = 109.3282, GNorm = 0.5492, lr_0 = 9.8756e-04
Validation prc-auc = 0.027640
Epoch 279
Validation prc-auc = 0.029147
Epoch 280
Validation prc-auc = 0.028674
Epoch 281
Validation prc-auc = 0.028287
Epoch 282
Validation prc-auc = 0.028591
Epoch 283
Loss = 6.7598e-02, PNorm = 109.6031, GNorm = 0.6945, lr_0 = 9.8730e-04
Validation prc-auc = 0.027867
Epoch 284
Validation prc-auc = 0.026649
Epoch 285
Validation prc-auc = 0.030410
Epoch 286
Validation prc-auc = 0.028811
Epoch 287
Loss = 4.3285e-02, PNorm = 109.8010, GNorm = 0.4554, lr_0 = 9.8707e-04
Loss = 3.9950e-01, PNorm = 109.8143, GNorm = 2.9449, lr_0 = 9.8705e-04
Validation prc-auc = 0.026896
Epoch 288
Validation prc-auc = 0.025459
Epoch 289
Validation prc-auc = 0.023436
Epoch 290
Validation prc-auc = 0.021873
Epoch 291
Validation prc-auc = 0.020950
Epoch 292
Loss = 3.1848e-02, PNorm = 110.0046, GNorm = 0.7236, lr_0 = 9.8683e-04
Validation prc-auc = 0.020361
Epoch 293
Validation prc-auc = 0.020080
Epoch 294
Validation prc-auc = 0.019501
Epoch 295
Validation prc-auc = 0.018883
Epoch 296
Validation prc-auc = 0.022049
Epoch 297
Loss = 1.2481e-01, PNorm = 110.2028, GNorm = 0.9009, lr_0 = 9.8656e-04
Validation prc-auc = 0.024772
Epoch 298
Validation prc-auc = 0.023091
Epoch 299
Validation prc-auc = 0.023815
Epoch 300
Validation prc-auc = 0.024708
Epoch 301
Loss = 2.2922e-01, PNorm = 110.5365, GNorm = 1.3785, lr_0 = 9.8634e-04
Loss = 6.3254e-01, PNorm = 110.5629, GNorm = 3.2392, lr_0 = 9.8632e-04
Validation prc-auc = 0.025046
Epoch 302
Validation prc-auc = 0.026830
Epoch 303
Validation prc-auc = 0.026733
Epoch 304
Validation prc-auc = 0.026102
Epoch 305
Validation prc-auc = 0.026336
Epoch 306
Loss = 1.3838e-01, PNorm = 110.8815, GNorm = 2.7203, lr_0 = 9.8607e-04
Loss = 9.3333e-03, PNorm = 110.8997, GNorm = 0.1808, lr_0 = 9.8606e-04
Validation prc-auc = 0.027693
Epoch 307
Validation prc-auc = 0.026582
Epoch 308
Validation prc-auc = 0.026325
Epoch 309
Validation prc-auc = 0.024551
Epoch 310
Validation prc-auc = 0.023393
Epoch 311
Loss = 4.4052e-02, PNorm = 111.1213, GNorm = 1.6290, lr_0 = 9.8583e-04
Validation prc-auc = 0.024782
Epoch 312
Validation prc-auc = 0.022213
Epoch 313
Validation prc-auc = 0.021779
Epoch 314
Validation prc-auc = 0.022926
Epoch 315
Validation prc-auc = 0.029930
Epoch 316
Loss = 2.1755e-01, PNorm = 111.4706, GNorm = 1.2012, lr_0 = 9.8557e-04
Validation prc-auc = 0.030636
Epoch 317
Validation prc-auc = 0.030832
Epoch 318
Validation prc-auc = 0.030371
Epoch 319
Validation prc-auc = 0.030608
Epoch 320
Loss = 1.0941e-01, PNorm = 111.7506, GNorm = 0.6506, lr_0 = 9.8534e-04
Loss = 4.5012e-02, PNorm = 111.7706, GNorm = 1.9133, lr_0 = 9.8532e-04
Validation prc-auc = 0.030132
Epoch 321
Validation prc-auc = 0.030322
Epoch 322
Validation prc-auc = 0.029716
Epoch 323
Validation prc-auc = 0.028339
Epoch 324
Validation prc-auc = 0.027197
Epoch 325
Loss = 1.0738e-01, PNorm = 111.9638, GNorm = 1.2014, lr_0 = 9.8509e-04
Validation prc-auc = 0.026198
Epoch 326
Validation prc-auc = 0.025409
Epoch 327
Validation prc-auc = 0.024657
Epoch 328
Validation prc-auc = 0.024724
Epoch 329
Validation prc-auc = 0.025261
Epoch 330
Loss = 7.7922e-02, PNorm = 112.1465, GNorm = 1.5445, lr_0 = 9.8483e-04
Validation prc-auc = 0.025452
Epoch 331
Validation prc-auc = 0.026326
Epoch 332
Validation prc-auc = 0.026913
Epoch 333
Validation prc-auc = 0.027163
Epoch 334
Loss = 4.5327e-02, PNorm = 112.3096, GNorm = 0.4736, lr_0 = 9.8461e-04
Loss = 2.0382e-02, PNorm = 112.3226, GNorm = 0.7499, lr_0 = 9.8459e-04
Validation prc-auc = 0.028866
Epoch 335
Validation prc-auc = 0.030266
Epoch 336
Validation prc-auc = 0.032320
Epoch 337
Validation prc-auc = 0.033966
Epoch 338
Validation prc-auc = 0.034009
Epoch 339
Loss = 6.4440e-02, PNorm = 112.4727, GNorm = 1.9838, lr_0 = 9.8434e-04
Loss = 1.2925e-03, PNorm = 112.4809, GNorm = 0.0376, lr_0 = 9.8433e-04
Validation prc-auc = 0.029096
Epoch 340
Validation prc-auc = 0.027640
Epoch 341
Validation prc-auc = 0.025844
Epoch 342
Validation prc-auc = 0.024198
Epoch 343
Validation prc-auc = 0.022962
Epoch 344
Loss = 4.3486e-03, PNorm = 112.5863, GNorm = 0.0885, lr_0 = 9.8410e-04
Validation prc-auc = 0.023071
Epoch 345
Validation prc-auc = 0.024268
Epoch 346
Validation prc-auc = 0.025157
Epoch 347
Validation prc-auc = 0.026755
Epoch 348
Validation prc-auc = 0.027460
Epoch 349
Loss = 2.2051e-02, PNorm = 112.8223, GNorm = 0.6598, lr_0 = 9.8384e-04
Validation prc-auc = 0.027318
Epoch 350
Validation prc-auc = 0.030864
Epoch 351
Validation prc-auc = 0.030406
Epoch 352
Validation prc-auc = 0.029196
Epoch 353
Loss = 4.2964e-02, PNorm = 113.0691, GNorm = 0.6782, lr_0 = 9.8361e-04
Loss = 1.8586e-02, PNorm = 113.0879, GNorm = 0.6623, lr_0 = 9.8359e-04
Validation prc-auc = 0.027742
Epoch 354
Validation prc-auc = 0.027650
Epoch 355
Validation prc-auc = 0.026994
Epoch 356
Validation prc-auc = 0.024875
Epoch 357
Validation prc-auc = 0.023116
Epoch 358
Loss = 2.0294e-01, PNorm = 113.3161, GNorm = 1.9684, lr_0 = 9.8335e-04
Validation prc-auc = 0.022171
Epoch 359
Validation prc-auc = 0.023532
Epoch 360
Validation prc-auc = 0.027178
Epoch 361
Validation prc-auc = 0.030469
Epoch 362
Validation prc-auc = 0.033395
Epoch 363
Loss = 3.5727e-02, PNorm = 113.5765, GNorm = 0.7617, lr_0 = 9.8311e-04
Validation prc-auc = 0.032939
Epoch 364
Validation prc-auc = 0.028003
Epoch 365
Validation prc-auc = 0.024449
Epoch 366
Validation prc-auc = 0.023621
Epoch 367
Loss = 3.3019e-02, PNorm = 113.8561, GNorm = 0.1363, lr_0 = 9.8288e-04
Loss = 1.3649e-01, PNorm = 113.8743, GNorm = 6.6678, lr_0 = 9.8286e-04
Validation prc-auc = 0.024087
Epoch 368
Validation prc-auc = 0.025086
Epoch 369
Validation prc-auc = 0.024719
Epoch 370
Validation prc-auc = 0.024934
Epoch 371
Validation prc-auc = 0.024984
Epoch 372
Loss = 5.9105e-02, PNorm = 114.1571, GNorm = 1.4085, lr_0 = 9.8262e-04
Loss = 7.1388e-03, PNorm = 114.1734, GNorm = 0.2822, lr_0 = 9.8260e-04
Validation prc-auc = 0.026544
Epoch 373
Validation prc-auc = 0.025785
Epoch 374
Validation prc-auc = 0.025737
Epoch 375
Validation prc-auc = 0.025579
Epoch 376
Validation prc-auc = 0.025838
Epoch 377
Loss = 9.9333e-03, PNorm = 114.3553, GNorm = 0.4220, lr_0 = 9.8237e-04
Validation prc-auc = 0.025924
Epoch 378
Validation prc-auc = 0.026967
Epoch 379
Validation prc-auc = 0.028192
Epoch 380
Validation prc-auc = 0.028525
Epoch 381
Validation prc-auc = 0.028363
Epoch 382
Loss = 6.8329e-02, PNorm = 114.4787, GNorm = 1.1591, lr_0 = 9.8211e-04
Validation prc-auc = 0.027509
Epoch 383
Validation prc-auc = 0.027348
Epoch 384
Validation prc-auc = 0.027930
Epoch 385
Validation prc-auc = 0.028433
Epoch 386
Loss = 5.0399e-02, PNorm = 114.5471, GNorm = 0.7048, lr_0 = 9.8189e-04
Loss = 1.9363e-02, PNorm = 114.5531, GNorm = 0.4050, lr_0 = 9.8187e-04
Validation prc-auc = 0.028201
Epoch 387
Validation prc-auc = 0.026373
Epoch 388
Validation prc-auc = 0.023858
Epoch 389
Validation prc-auc = 0.024137
Epoch 390
Validation prc-auc = 0.025108
Epoch 391
Loss = 5.6905e-02, PNorm = 114.7043, GNorm = 0.8661, lr_0 = 9.8163e-04
Validation prc-auc = 0.025324
Epoch 392
Validation prc-auc = 0.025214
Epoch 393
Validation prc-auc = 0.024709
Epoch 394
Validation prc-auc = 0.024716
Epoch 395
Validation prc-auc = 0.024475
Epoch 396
Loss = 8.4160e-03, PNorm = 114.8936, GNorm = 0.1222, lr_0 = 9.8138e-04
Validation prc-auc = 0.023898
Epoch 397
Validation prc-auc = 0.023427
Epoch 398
Validation prc-auc = 0.023519
Epoch 399
Validation prc-auc = 0.024543
Epoch 400
Loss = 2.4724e-02, PNorm = 114.9979, GNorm = 0.7427, lr_0 = 9.8116e-04
Loss = 2.1063e-03, PNorm = 115.0037, GNorm = 0.0798, lr_0 = 9.8114e-04
Validation prc-auc = 0.025207
Epoch 401
Validation prc-auc = 0.025628
Epoch 402
Validation prc-auc = 0.026526
Epoch 403
Validation prc-auc = 0.026242
Epoch 404
Validation prc-auc = 0.025703
Epoch 405
Loss = 2.1578e-01, PNorm = 115.1237, GNorm = 2.3380, lr_0 = 9.8089e-04
Loss = 7.5221e-01, PNorm = 115.1358, GNorm = 11.5073, lr_0 = 9.8088e-04
Validation prc-auc = 0.028882
Epoch 406
Validation prc-auc = 0.033523
Epoch 407
Validation prc-auc = 0.027846
Epoch 408
Validation prc-auc = 0.025286
Epoch 409
Validation prc-auc = 0.023838
Epoch 410
Loss = 1.6849e-01, PNorm = 115.3662, GNorm = 0.8371, lr_0 = 9.8065e-04
Validation prc-auc = 0.023236
Epoch 411
Validation prc-auc = 0.023178
Epoch 412
Validation prc-auc = 0.023533
Epoch 413
Validation prc-auc = 0.023528
Epoch 414
Validation prc-auc = 0.023569
Epoch 415
Loss = 1.5394e-01, PNorm = 115.6440, GNorm = 1.2586, lr_0 = 9.8039e-04
Validation prc-auc = 0.024682
Epoch 416
Validation prc-auc = 0.025606
Epoch 417
Validation prc-auc = 0.025580
Epoch 418
Validation prc-auc = 0.025338
Epoch 419
Loss = 2.6466e-02, PNorm = 115.8071, GNorm = 0.0492, lr_0 = 9.8016e-04
Loss = 3.5239e-03, PNorm = 115.8155, GNorm = 0.1055, lr_0 = 9.8015e-04
Validation prc-auc = 0.025863
Epoch 420
Validation prc-auc = 0.026121
Epoch 421
Validation prc-auc = 0.026966
Epoch 422
Validation prc-auc = 0.026279
Epoch 423
Validation prc-auc = 0.025822
Epoch 424
Loss = 5.2956e-02, PNorm = 115.9169, GNorm = 0.8242, lr_0 = 9.7990e-04
Validation prc-auc = 0.025567
Epoch 425
Validation prc-auc = 0.025749
Epoch 426
Validation prc-auc = 0.025471
Epoch 427
Validation prc-auc = 0.025059
Epoch 428
Validation prc-auc = 0.024759
Epoch 429
Loss = 9.5792e-02, PNorm = 116.0229, GNorm = 0.7484, lr_0 = 9.7966e-04
Validation prc-auc = 0.024652
Epoch 430
Validation prc-auc = 0.023903
Epoch 431
Validation prc-auc = 0.023777
Epoch 432
Validation prc-auc = 0.024220
Epoch 433
Loss = 4.0264e-02, PNorm = 116.1172, GNorm = 2.8340, lr_0 = 9.7942e-04
Validation prc-auc = 0.024107
Epoch 434
Validation prc-auc = 0.023715
Epoch 435
Validation prc-auc = 0.023266
Epoch 436
Validation prc-auc = 0.023476
Epoch 437
Validation prc-auc = 0.024096
Epoch 438
Loss = 1.3948e-02, PNorm = 116.2040, GNorm = 0.2170, lr_0 = 9.7917e-04
Loss = 7.0976e-04, PNorm = 116.2093, GNorm = 0.0244, lr_0 = 9.7916e-04
Validation prc-auc = 0.024501
Epoch 439
Validation prc-auc = 0.024733
Epoch 440
Validation prc-auc = 0.023937
Epoch 441
Validation prc-auc = 0.022389
Epoch 442
Validation prc-auc = 0.021430
Epoch 443
Loss = 3.5060e-03, PNorm = 116.2649, GNorm = 0.0760, lr_0 = 9.7893e-04
Validation prc-auc = 0.020927
Epoch 444
Validation prc-auc = 0.020782
Epoch 445
Validation prc-auc = 0.021210
Epoch 446
Validation prc-auc = 0.021152
Epoch 447
Validation prc-auc = 0.020890
Epoch 448
Loss = 4.0950e-03, PNorm = 116.3346, GNorm = 0.1084, lr_0 = 9.7867e-04
Validation prc-auc = 0.020436
Epoch 449
Validation prc-auc = 0.020378
Epoch 450
Validation prc-auc = 0.020682
Epoch 451
Validation prc-auc = 0.020578
Epoch 452
Loss = 9.3653e-02, PNorm = 116.4403, GNorm = 1.1663, lr_0 = 9.7845e-04
Loss = 1.0215e-02, PNorm = 116.4550, GNorm = 1.8871, lr_0 = 9.7843e-04
Validation prc-auc = 0.019947
Epoch 453
Validation prc-auc = 0.020471
Epoch 454
Validation prc-auc = 0.020784
Epoch 455
Validation prc-auc = 0.021837
Epoch 456
Validation prc-auc = 0.022156
Epoch 457
Loss = 1.1907e-01, PNorm = 116.6698, GNorm = 2.7113, lr_0 = 9.7819e-04
Loss = 5.0786e-03, PNorm = 116.6835, GNorm = 0.1173, lr_0 = 9.7817e-04
Validation prc-auc = 0.022917
Epoch 458
Validation prc-auc = 0.024334
Epoch 459
Validation prc-auc = 0.025572
Epoch 460
Validation prc-auc = 0.025966
Epoch 461
Validation prc-auc = 0.025376
Epoch 462
Loss = 4.7868e-02, PNorm = 116.8847, GNorm = 0.6748, lr_0 = 9.7794e-04
Validation prc-auc = 0.026586
Epoch 463
Validation prc-auc = 0.028360
Epoch 464
Validation prc-auc = 0.027290
Epoch 465
Validation prc-auc = 0.028240
Epoch 466
Loss = 1.7405e-01, PNorm = 117.1824, GNorm = 3.6498, lr_0 = 9.7770e-04
Validation prc-auc = 0.028441
Epoch 467
Validation prc-auc = 0.025350
Epoch 468
Validation prc-auc = 0.024185
Epoch 469
Validation prc-auc = 0.024700
Epoch 470
Validation prc-auc = 0.026317
Epoch 471
Loss = 1.2033e-01, PNorm = 117.5650, GNorm = 0.6877, lr_0 = 9.7746e-04
Loss = 3.7010e-02, PNorm = 117.5873, GNorm = 0.7479, lr_0 = 9.7744e-04
Validation prc-auc = 0.027314
Epoch 472
Validation prc-auc = 0.029355
Epoch 473
Validation prc-auc = 0.029036
Epoch 474
Validation prc-auc = 0.027906
Epoch 475
Validation prc-auc = 0.027396
Epoch 476
Loss = 5.4379e-02, PNorm = 117.8123, GNorm = 0.7163, lr_0 = 9.7721e-04
Validation prc-auc = 0.028286
Epoch 477
Validation prc-auc = 0.026272
Epoch 478
Validation prc-auc = 0.020559
Epoch 479
Validation prc-auc = 0.018475
Epoch 480
Validation prc-auc = 0.016480
Epoch 481
Loss = 4.0314e-02, PNorm = 118.0435, GNorm = 0.5567, lr_0 = 9.7695e-04
Validation prc-auc = 0.018592
Epoch 482
Validation prc-auc = 0.020383
Epoch 483
Validation prc-auc = 0.021311
Epoch 484
Validation prc-auc = 0.021010
Epoch 485
Loss = 3.1793e-02, PNorm = 118.3438, GNorm = 0.4930, lr_0 = 9.7673e-04
Loss = 4.6130e-02, PNorm = 118.3647, GNorm = 1.7443, lr_0 = 9.7671e-04
Validation prc-auc = 0.020811
Epoch 486
Validation prc-auc = 0.020170
Epoch 487
Validation prc-auc = 0.019936
Epoch 488
Validation prc-auc = 0.019930
Epoch 489
Validation prc-auc = 0.019112
Epoch 490
Loss = 8.4734e-02, PNorm = 118.6418, GNorm = 1.8140, lr_0 = 9.7647e-04
Loss = 9.1116e-03, PNorm = 118.6670, GNorm = 0.2783, lr_0 = 9.7645e-04
Validation prc-auc = 0.018639
Epoch 491
Validation prc-auc = 0.019087
Epoch 492
Validation prc-auc = 0.020770
Epoch 493
Validation prc-auc = 0.024424
Epoch 494
Validation prc-auc = 0.027619
Epoch 495
Loss = 1.2414e-01, PNorm = 118.9941, GNorm = 1.5401, lr_0 = 9.7623e-04
Validation prc-auc = 0.029170
Epoch 496
Validation prc-auc = 0.031041
Epoch 497
Validation prc-auc = 0.033594
Epoch 498
Validation prc-auc = 0.031123
Epoch 499
Loss = 3.3640e-02, PNorm = 119.4430, GNorm = 1.7334, lr_0 = 9.7599e-04
Validation prc-auc = 0.030414
Epoch 500
Validation prc-auc = 0.030816
Epoch 501
Validation prc-auc = 0.031079
Epoch 502
Validation prc-auc = 0.029885
Epoch 503
Validation prc-auc = 0.029993
Epoch 504
Loss = 5.6876e-02, PNorm = 119.7146, GNorm = 0.7190, lr_0 = 9.7574e-04
Loss = 7.5958e-03, PNorm = 119.7313, GNorm = 0.2089, lr_0 = 9.7573e-04
Validation prc-auc = 0.029554
Epoch 505
Validation prc-auc = 0.029420
Epoch 506
Validation prc-auc = 0.028686
Epoch 507
Validation prc-auc = 0.028368
Epoch 508
Validation prc-auc = 0.028334
Epoch 509
Loss = 1.3908e-01, PNorm = 119.8882, GNorm = 1.5677, lr_0 = 9.7550e-04
Validation prc-auc = 0.028761
Epoch 510
Validation prc-auc = 0.029930
Epoch 511
Validation prc-auc = 0.030143
Epoch 512
Validation prc-auc = 0.029610
Epoch 513
Validation prc-auc = 0.027632
Epoch 514
Loss = 2.3087e-01, PNorm = 120.0822, GNorm = 2.5313, lr_0 = 9.7524e-04
Validation prc-auc = 0.027852
Epoch 515
Validation prc-auc = 0.027455
Epoch 516
Validation prc-auc = 0.026546
Epoch 517
Validation prc-auc = 0.025937
Epoch 518
Loss = 1.3556e-01, PNorm = 120.3096, GNorm = 1.1315, lr_0 = 9.7502e-04
Loss = 6.3900e-03, PNorm = 120.3260, GNorm = 0.2211, lr_0 = 9.7500e-04
Validation prc-auc = 0.026180
Epoch 519
Validation prc-auc = 0.026501
Epoch 520
Validation prc-auc = 0.027110
Epoch 521
Validation prc-auc = 0.027549
Epoch 522
Validation prc-auc = 0.026931
Epoch 523
Loss = 8.0291e-02, PNorm = 120.5056, GNorm = 1.0722, lr_0 = 9.7476e-04
Loss = 8.6254e-02, PNorm = 120.5154, GNorm = 3.5499, lr_0 = 9.7474e-04
Validation prc-auc = 0.026426
Epoch 524
Validation prc-auc = 0.026240
Epoch 525
Validation prc-auc = 0.026052
Epoch 526
Validation prc-auc = 0.026701
Epoch 527
Validation prc-auc = 0.027888
Epoch 528
Loss = 1.1296e-03, PNorm = 120.6524, GNorm = 0.0267, lr_0 = 9.7452e-04
Validation prc-auc = 0.028833
Epoch 529
Validation prc-auc = 0.030381
Epoch 530
Validation prc-auc = 0.031434
Epoch 531
Validation prc-auc = 0.032139
Epoch 532
Validation prc-auc = 0.032545
Epoch 533
Loss = 2.4986e-03, PNorm = 120.7469, GNorm = 0.0661, lr_0 = 9.7426e-04
Validation prc-auc = 0.033095
Epoch 534
Validation prc-auc = 0.032771
Epoch 535
Validation prc-auc = 0.031445
Epoch 536
Validation prc-auc = 0.029221
Epoch 537
Loss = 1.0297e-02, PNorm = 120.7933, GNorm = 0.5501, lr_0 = 9.7403e-04
Loss = 1.9376e-02, PNorm = 120.7978, GNorm = 0.5883, lr_0 = 9.7401e-04
Validation prc-auc = 0.028392
Epoch 538
Validation prc-auc = 0.027715
Epoch 539
Validation prc-auc = 0.027485
Epoch 540
Validation prc-auc = 0.027163
Epoch 541
Validation prc-auc = 0.026623
Epoch 542
Loss = 4.5132e-02, PNorm = 120.9113, GNorm = 2.4296, lr_0 = 9.7379e-04
Validation prc-auc = 0.028062
Epoch 543
Validation prc-auc = 0.028591
Epoch 544
Validation prc-auc = 0.029040
Epoch 545
Validation prc-auc = 0.029354
Epoch 546
Validation prc-auc = 0.028604
Epoch 547
Loss = 2.8728e-03, PNorm = 121.0321, GNorm = 0.0630, lr_0 = 9.7353e-04
Validation prc-auc = 0.028322
Epoch 548
Validation prc-auc = 0.027904
Epoch 549
Validation prc-auc = 0.027156
Epoch 550
Validation prc-auc = 0.025491
Epoch 551
Loss = 4.3989e-03, PNorm = 121.1267, GNorm = 0.2967, lr_0 = 9.7331e-04
Loss = 1.9868e-06, PNorm = 121.1346, GNorm = 0.0001, lr_0 = 9.7329e-04
Validation prc-auc = 0.024371
Epoch 552
Validation prc-auc = 0.024394
Epoch 553
Validation prc-auc = 0.024402
Epoch 554
Validation prc-auc = 0.022819
Epoch 555
Validation prc-auc = 0.021425
Epoch 556
Loss = 4.7450e-02, PNorm = 121.2754, GNorm = 0.7738, lr_0 = 9.7305e-04
Loss = 1.0948e-02, PNorm = 121.2925, GNorm = 0.2495, lr_0 = 9.7303e-04
Validation prc-auc = 0.020750
Epoch 557
Validation prc-auc = 0.021168
Epoch 558
Validation prc-auc = 0.022256
Epoch 559
Validation prc-auc = 0.023891
Epoch 560
Validation prc-auc = 0.025410
Epoch 561
Loss = 4.7504e-02, PNorm = 121.4900, GNorm = 0.6968, lr_0 = 9.7281e-04
Validation prc-auc = 0.025221
Epoch 562
Validation prc-auc = 0.025649
Epoch 563
Validation prc-auc = 0.026588
Epoch 564
Validation prc-auc = 0.027442
Epoch 565
Validation prc-auc = 0.028837
Epoch 566
Loss = 4.8831e-03, PNorm = 121.6582, GNorm = 0.1106, lr_0 = 9.7255e-04
Validation prc-auc = 0.028504
Epoch 567
Validation prc-auc = 0.024570
Epoch 568
Validation prc-auc = 0.022854
Epoch 569
Validation prc-auc = 0.022318
Epoch 570
Loss = 8.8317e-02, PNorm = 121.8223, GNorm = 1.5916, lr_0 = 9.7232e-04
Loss = 2.2089e-02, PNorm = 121.8364, GNorm = 0.8723, lr_0 = 9.7231e-04
Validation prc-auc = 0.022645
Epoch 571
Validation prc-auc = 0.022340
Epoch 572
Validation prc-auc = 0.023957
Epoch 573
Validation prc-auc = 0.024621
Epoch 574
Validation prc-auc = 0.025629
Epoch 575
Loss = 5.8835e-02, PNorm = 121.9918, GNorm = 0.8223, lr_0 = 9.7208e-04
Validation prc-auc = 0.026491
Epoch 576
Validation prc-auc = 0.027123
Epoch 577
Validation prc-auc = 0.026831
Epoch 578
Validation prc-auc = 0.026857
Epoch 579
Validation prc-auc = 0.026741
Epoch 580
Loss = 1.8006e-02, PNorm = 122.0961, GNorm = 0.7729, lr_0 = 9.7182e-04
Validation prc-auc = 0.026284
Epoch 581
Validation prc-auc = 0.026318
Epoch 582
Validation prc-auc = 0.026433
Epoch 583
Validation prc-auc = 0.026494
Epoch 584
Loss = 2.9161e-03, PNorm = 122.1549, GNorm = 0.0556, lr_0 = 9.7160e-04
Loss = 2.4811e-04, PNorm = 122.1584, GNorm = 0.0118, lr_0 = 9.7158e-04
Validation prc-auc = 0.026560
Epoch 585
Validation prc-auc = 0.026827
Epoch 586
Validation prc-auc = 0.026528
Epoch 587
Validation prc-auc = 0.026775
Epoch 588
Validation prc-auc = 0.025998
Epoch 589
Loss = 2.5701e-03, PNorm = 122.2144, GNorm = 0.1586, lr_0 = 9.7134e-04
Loss = 3.2144e-05, PNorm = 122.2201, GNorm = 0.0026, lr_0 = 9.7132e-04
Validation prc-auc = 0.025846
Epoch 590
Validation prc-auc = 0.025609
Epoch 591
Validation prc-auc = 0.025036
Epoch 592
Validation prc-auc = 0.024169
Epoch 593
Validation prc-auc = 0.023820
Epoch 594
Loss = 1.6729e-02, PNorm = 122.3148, GNorm = 1.3450, lr_0 = 9.7110e-04
Validation prc-auc = 0.023786
Epoch 595
Validation prc-auc = 0.023821
Epoch 596
Validation prc-auc = 0.024159
Epoch 597
Validation prc-auc = 0.025640
Epoch 598
Validation prc-auc = 0.026657
Epoch 599
Loss = 5.0194e-03, PNorm = 122.4031, GNorm = 0.3914, lr_0 = 9.7084e-04
Validation prc-auc = 0.026546
Epoch 600
Validation prc-auc = 0.026248
Epoch 601
Validation prc-auc = 0.026179
Epoch 602
Validation prc-auc = 0.026620
Epoch 603
Loss = 8.9013e-02, PNorm = 122.5275, GNorm = 1.4220, lr_0 = 9.7062e-04
Loss = 5.3558e-05, PNorm = 122.5342, GNorm = 0.0028, lr_0 = 9.7060e-04
Validation prc-auc = 0.027077
Epoch 604
Validation prc-auc = 0.027676
Epoch 605
Validation prc-auc = 0.029432
Epoch 606
Validation prc-auc = 0.030383
Epoch 607
Validation prc-auc = 0.029543
Epoch 608
Loss = 3.7790e-02, PNorm = 122.5998, GNorm = 0.0508, lr_0 = 9.7036e-04
Validation prc-auc = 0.026873
Epoch 609
Validation prc-auc = 0.028538
Epoch 610
Validation prc-auc = 0.029767
Epoch 611
Validation prc-auc = 0.030802
Epoch 612
Validation prc-auc = 0.030223
Epoch 613
Loss = 1.3808e-02, PNorm = 122.7896, GNorm = 0.1874, lr_0 = 9.7012e-04
Validation prc-auc = 0.030702
Epoch 614
Validation prc-auc = 0.034096
Epoch 615
Validation prc-auc = 0.037671
Epoch 616
Validation prc-auc = 0.037556
Epoch 617
Loss = 3.2644e-02, PNorm = 122.9508, GNorm = 0.6417, lr_0 = 9.6990e-04
Loss = 3.6989e-02, PNorm = 122.9623, GNorm = 3.0230, lr_0 = 9.6988e-04
Validation prc-auc = 0.037924
Epoch 618
Validation prc-auc = 0.036579
Epoch 619
Validation prc-auc = 0.035910
Epoch 620
Validation prc-auc = 0.036765
Epoch 621
Validation prc-auc = 0.034187
Epoch 622
Loss = 6.9086e-03, PNorm = 123.0907, GNorm = 0.1072, lr_0 = 9.6964e-04
Loss = 4.9467e-03, PNorm = 123.0973, GNorm = 0.1838, lr_0 = 9.6962e-04
Validation prc-auc = 0.033819
Epoch 623
Validation prc-auc = 0.034246
Epoch 624
Validation prc-auc = 0.032615
Epoch 625
Validation prc-auc = 0.033563
Epoch 626
Validation prc-auc = 0.033682
Epoch 627
Loss = 7.7749e-02, PNorm = 123.2357, GNorm = 1.8203, lr_0 = 9.6940e-04
Validation prc-auc = 0.035902
Epoch 628
Validation prc-auc = 0.036345
Epoch 629
Validation prc-auc = 0.034054
Epoch 630
Validation prc-auc = 0.031610
Epoch 631
Validation prc-auc = 0.029463
Epoch 632
Loss = 4.7277e-02, PNorm = 123.4452, GNorm = 1.0724, lr_0 = 9.6914e-04
Validation prc-auc = 0.032363
Epoch 633
Validation prc-auc = 0.033567
Epoch 634
Validation prc-auc = 0.031979
Epoch 635
Validation prc-auc = 0.030340
Epoch 636
Loss = 3.2015e-02, PNorm = 123.7033, GNorm = 0.5951, lr_0 = 9.6892e-04
Loss = 2.7558e-02, PNorm = 123.7237, GNorm = 0.5453, lr_0 = 9.6890e-04
Validation prc-auc = 0.030138
Epoch 637
Validation prc-auc = 0.030365
Epoch 638
Validation prc-auc = 0.031115
Epoch 639
Validation prc-auc = 0.031825
Epoch 640
Validation prc-auc = 0.034394
Epoch 641
Loss = 8.9209e-02, PNorm = 123.9540, GNorm = 1.9043, lr_0 = 9.6866e-04
Validation prc-auc = 0.035906
Epoch 642
Validation prc-auc = 0.036827
Epoch 643
Validation prc-auc = 0.033122
Epoch 644
Validation prc-auc = 0.031125
Epoch 645
Validation prc-auc = 0.030899
Epoch 646
Loss = 1.4873e-02, PNorm = 124.0731, GNorm = 0.4622, lr_0 = 9.6842e-04
Validation prc-auc = 0.030163
Epoch 647
Validation prc-auc = 0.029835
Epoch 648
Validation prc-auc = 0.030153
Epoch 649
Validation prc-auc = 0.031084
Epoch 650
Loss = 1.3710e-02, PNorm = 124.1421, GNorm = 0.0713, lr_0 = 9.6820e-04
Loss = 9.6740e-04, PNorm = 124.1464, GNorm = 0.0372, lr_0 = 9.6818e-04
Validation prc-auc = 0.031217
Epoch 651
Validation prc-auc = 0.029836
Epoch 652
Validation prc-auc = 0.028660
Epoch 653
Validation prc-auc = 0.028744
Epoch 654
Validation prc-auc = 0.029048
Epoch 655
Loss = 8.7204e-04, PNorm = 124.2154, GNorm = 0.0267, lr_0 = 9.6794e-04
Loss = 8.7881e-01, PNorm = 124.2172, GNorm = 25.5371, lr_0 = 9.6792e-04
Validation prc-auc = 0.030633
Epoch 656
Validation prc-auc = 0.031061
Epoch 657
Validation prc-auc = 0.031428
Epoch 658
Validation prc-auc = 0.033309
Epoch 659
Validation prc-auc = 0.029866
Epoch 660
Loss = 8.1791e-02, PNorm = 124.4542, GNorm = 1.3269, lr_0 = 9.6770e-04
Validation prc-auc = 0.026830
Epoch 661
Validation prc-auc = 0.025455
Epoch 662
Validation prc-auc = 0.025105
Epoch 663
Validation prc-auc = 0.025113
Epoch 664
Validation prc-auc = 0.024755
Epoch 665
Loss = 1.0590e-01, PNorm = 124.8035, GNorm = 1.2795, lr_0 = 9.6744e-04
Validation prc-auc = 0.025381
Epoch 666
Validation prc-auc = 0.026734
Epoch 667
Validation prc-auc = 0.028481
Epoch 668
Validation prc-auc = 0.028509
Epoch 669
Loss = 5.4361e-03, PNorm = 124.9780, GNorm = 0.1559, lr_0 = 9.6722e-04
Loss = 8.8037e-02, PNorm = 124.9884, GNorm = 3.1207, lr_0 = 9.6720e-04
Validation prc-auc = 0.028112
Epoch 670
Validation prc-auc = 0.027562
Epoch 671
Validation prc-auc = 0.027327
Epoch 672
Validation prc-auc = 0.027451
Epoch 673
Validation prc-auc = 0.027995
Epoch 674
Loss = 2.1049e-02, PNorm = 125.1151, GNorm = 0.0964, lr_0 = 9.6696e-04
Validation prc-auc = 0.028372
Epoch 675
Validation prc-auc = 0.028791
Epoch 676
Validation prc-auc = 0.029234
Epoch 677
Validation prc-auc = 0.029743
Epoch 678
Validation prc-auc = 0.029388
Epoch 679
Loss = 5.1134e-03, PNorm = 125.2169, GNorm = 0.1407, lr_0 = 9.6672e-04
Validation prc-auc = 0.028725
Epoch 680
Validation prc-auc = 0.028695
Epoch 681
Validation prc-auc = 0.028548
Epoch 682
Validation prc-auc = 0.028730
Epoch 683
Loss = 5.6487e-04, PNorm = 125.3023, GNorm = 0.0018, lr_0 = 9.6648e-04
Validation prc-auc = 0.028766
Epoch 684
Validation prc-auc = 0.028915
Epoch 685
Validation prc-auc = 0.029449
Epoch 686
Validation prc-auc = 0.031796
Epoch 687
Validation prc-auc = 0.036579
Epoch 688
Loss = 7.8420e-02, PNorm = 125.4619, GNorm = 1.6313, lr_0 = 9.6624e-04
Loss = 1.1053e-02, PNorm = 125.4898, GNorm = 0.3463, lr_0 = 9.6622e-04
Validation prc-auc = 0.041211
Epoch 689
Validation prc-auc = 0.045239
Epoch 690
Validation prc-auc = 0.047534
Epoch 691
Validation prc-auc = 0.049317
Epoch 692
Validation prc-auc = 0.049703
Epoch 693
Loss = 7.6058e-02, PNorm = 125.8394, GNorm = 1.8991, lr_0 = 9.6600e-04
Validation prc-auc = 0.045208
Epoch 694
Validation prc-auc = 0.042245
Epoch 695
Validation prc-auc = 0.040132
Epoch 696
Validation prc-auc = 0.038821
Epoch 697
Validation prc-auc = 0.038716
Epoch 698
Loss = 1.4051e-01, PNorm = 126.1335, GNorm = 1.1854, lr_0 = 9.6574e-04
Validation prc-auc = 0.039221
Epoch 699
Validation prc-auc = 0.037860
Epoch 700
Validation prc-auc = 0.036926
Epoch 701
Validation prc-auc = 0.035569
Epoch 702
Loss = 7.4914e-03, PNorm = 126.3393, GNorm = 0.0764, lr_0 = 9.6552e-04
Loss = 3.6945e-03, PNorm = 126.3533, GNorm = 0.1269, lr_0 = 9.6550e-04
Validation prc-auc = 0.033904
Epoch 703
Validation prc-auc = 0.033930
Epoch 704
Validation prc-auc = 0.034478
Epoch 705
Validation prc-auc = 0.034066
Epoch 706
Validation prc-auc = 0.035030
Epoch 707
Loss = 1.7039e-02, PNorm = 126.4823, GNorm = 1.4514, lr_0 = 9.6526e-04
Loss = 5.2535e-03, PNorm = 126.4894, GNorm = 0.1574, lr_0 = 9.6525e-04
Validation prc-auc = 0.035980
Epoch 708
Validation prc-auc = 0.033579
Epoch 709
Validation prc-auc = 0.032625
Epoch 710
Validation prc-auc = 0.031439
Epoch 711
Validation prc-auc = 0.031097
Epoch 712
Loss = 7.9570e-03, PNorm = 126.5937, GNorm = 0.3838, lr_0 = 9.6502e-04
Validation prc-auc = 0.031075
Epoch 713
Validation prc-auc = 0.031141
Epoch 714
Validation prc-auc = 0.031072
Epoch 715
Validation prc-auc = 0.030961
Epoch 716
Loss = 4.3708e-03, PNorm = 126.6790, GNorm = 0.1487, lr_0 = 9.6479e-04
Validation prc-auc = 0.030836
Epoch 717
Validation prc-auc = 0.030842
Epoch 718
Validation prc-auc = 0.030980
Epoch 719
Validation prc-auc = 0.031441
Epoch 720
Validation prc-auc = 0.031579
Epoch 721
Loss = 4.5975e-03, PNorm = 126.7381, GNorm = 0.1713, lr_0 = 9.6455e-04
Loss = 3.5665e-02, PNorm = 126.7433, GNorm = 1.1445, lr_0 = 9.6453e-04
Validation prc-auc = 0.031976
Epoch 722
Validation prc-auc = 0.031574
Epoch 723
Validation prc-auc = 0.032286
Epoch 724
Validation prc-auc = 0.032552
Epoch 725
Validation prc-auc = 0.032040
Epoch 726
Loss = 6.9898e-03, PNorm = 126.8065, GNorm = 0.2737, lr_0 = 9.6431e-04
Validation prc-auc = 0.031615
Epoch 727
Validation prc-auc = 0.030669
Epoch 728
Validation prc-auc = 0.029935
Epoch 729
Validation prc-auc = 0.029438
Epoch 730
Validation prc-auc = 0.029239
Epoch 731
Loss = 1.1794e-03, PNorm = 126.8645, GNorm = 0.0317, lr_0 = 9.6405e-04
Validation prc-auc = 0.029429
Epoch 732
Validation prc-auc = 0.029602
Epoch 733
Validation prc-auc = 0.029832
Epoch 734
Validation prc-auc = 0.030334
Epoch 735
Loss = 2.0844e-02, PNorm = 126.8936, GNorm = 2.2999, lr_0 = 9.6383e-04
Loss = 1.3045e-03, PNorm = 126.8960, GNorm = 0.0560, lr_0 = 9.6381e-04
Validation prc-auc = 0.030724
Epoch 736
Validation prc-auc = 0.031214
Epoch 737
Validation prc-auc = 0.031855
Epoch 738
Validation prc-auc = 0.033207
Epoch 739
Validation prc-auc = 0.035459
Epoch 740
Loss = 2.1864e-01, PNorm = 126.9881, GNorm = 5.9720, lr_0 = 9.6357e-04
Loss = 6.1632e-02, PNorm = 127.0066, GNorm = 5.0897, lr_0 = 9.6355e-04
Validation prc-auc = 0.035153
Epoch 741
Validation prc-auc = 0.033302
Epoch 742
Validation prc-auc = 0.032847
Epoch 743
Validation prc-auc = 0.033069
Epoch 744
Validation prc-auc = 0.033432
Epoch 745
Loss = 2.5684e-01, PNorm = 127.2386, GNorm = 1.7767, lr_0 = 9.6333e-04
Validation prc-auc = 0.033539
Epoch 746
Validation prc-auc = 0.033347
Epoch 747
Validation prc-auc = 0.034290
Epoch 748
Validation prc-auc = 0.033746
Epoch 749
Loss = 1.6474e-02, PNorm = 127.4569, GNorm = 0.0537, lr_0 = 9.6309e-04
Validation prc-auc = 0.033632
Epoch 750
Validation prc-auc = 0.034000
Epoch 751
Validation prc-auc = 0.034357
Epoch 752
Validation prc-auc = 0.035719
Epoch 753
Validation prc-auc = 0.035574
Epoch 754
Loss = 3.1341e-02, PNorm = 127.5750, GNorm = 0.6257, lr_0 = 9.6285e-04
Loss = 3.2318e-03, PNorm = 127.5815, GNorm = 0.1475, lr_0 = 9.6284e-04
Validation prc-auc = 0.034618
Epoch 755
Validation prc-auc = 0.034023
Epoch 756
Validation prc-auc = 0.034126
Epoch 757
Validation prc-auc = 0.034047
Epoch 758
Validation prc-auc = 0.034947
Epoch 759
Loss = 2.5301e-03, PNorm = 127.6790, GNorm = 0.1550, lr_0 = 9.6262e-04
Validation prc-auc = 0.034495
Epoch 760
Validation prc-auc = 0.034863
Epoch 761
Validation prc-auc = 0.034376
Epoch 762
Validation prc-auc = 0.034132
Epoch 763
Validation prc-auc = 0.034002
Epoch 764
Loss = 9.9000e-04, PNorm = 127.7453, GNorm = 0.0514, lr_0 = 9.6236e-04
Validation prc-auc = 0.033899
Epoch 765
Validation prc-auc = 0.033873
Epoch 766
Validation prc-auc = 0.032984
Epoch 767
Validation prc-auc = 0.032590
Epoch 768
Loss = 2.8181e-03, PNorm = 127.8087, GNorm = 0.0281, lr_0 = 9.6214e-04
Loss = 8.6324e-04, PNorm = 127.8134, GNorm = 0.0353, lr_0 = 9.6212e-04
Validation prc-auc = 0.032301
Epoch 769
Validation prc-auc = 0.031790
Epoch 770
Validation prc-auc = 0.031522
Epoch 771
Validation prc-auc = 0.031692
Epoch 772
Validation prc-auc = 0.030850
Epoch 773
Loss = 3.0551e-03, PNorm = 127.8555, GNorm = 0.1218, lr_0 = 9.6188e-04
Loss = 2.7610e-03, PNorm = 127.8591, GNorm = 0.1245, lr_0 = 9.6186e-04
Validation prc-auc = 0.029803
Epoch 774
Validation prc-auc = 0.030490
Epoch 775
Validation prc-auc = 0.032339
Epoch 776
Validation prc-auc = 0.033287
Epoch 777
Validation prc-auc = 0.034248
Epoch 778
Loss = 2.2505e-04, PNorm = 127.9407, GNorm = 0.0062, lr_0 = 9.6164e-04
Validation prc-auc = 0.035181
Epoch 779
Validation prc-auc = 0.035083
Epoch 780
Validation prc-auc = 0.034686
Epoch 781
Validation prc-auc = 0.034578
Epoch 782
Validation prc-auc = 0.034401
Epoch 783
Loss = 2.6157e-03, PNorm = 128.0158, GNorm = 0.0548, lr_0 = 9.6139e-04
Validation prc-auc = 0.033676
Epoch 784
Validation prc-auc = 0.033363
Epoch 785
Validation prc-auc = 0.033406
Epoch 786
Validation prc-auc = 0.033321
Epoch 787
Loss = 8.3757e-03, PNorm = 128.0649, GNorm = 0.1022, lr_0 = 9.6117e-04
Loss = 9.3018e-05, PNorm = 128.0693, GNorm = 0.0066, lr_0 = 9.6115e-04
Validation prc-auc = 0.032870
Epoch 788
Validation prc-auc = 0.033112
Epoch 789
Validation prc-auc = 0.032827
Epoch 790
Validation prc-auc = 0.032585
Epoch 791
Validation prc-auc = 0.034074
Epoch 792
Loss = 1.2886e-03, PNorm = 128.1122, GNorm = 0.0299, lr_0 = 9.6093e-04
Validation prc-auc = 0.034854
Epoch 793
Validation prc-auc = 0.035370
Epoch 794
Validation prc-auc = 0.036691
Epoch 795
Validation prc-auc = 0.039890
Epoch 796
Validation prc-auc = 0.040835
Epoch 797
Loss = 2.2268e-02, PNorm = 128.1993, GNorm = 1.3161, lr_0 = 9.6067e-04
Validation prc-auc = 0.041473
Epoch 798
Validation prc-auc = 0.041588
Epoch 799
Validation prc-auc = 0.041281
Epoch 800
Validation prc-auc = 0.041350
Epoch 801
Loss = 1.8471e-03, PNorm = 128.2756, GNorm = 0.0562, lr_0 = 9.6045e-04
Loss = 2.6974e-04, PNorm = 128.2799, GNorm = 0.0110, lr_0 = 9.6043e-04
Validation prc-auc = 0.041387
Epoch 802
Validation prc-auc = 0.039662
Epoch 803
Validation prc-auc = 0.038469
Epoch 804
Validation prc-auc = 0.038237
Epoch 805
Validation prc-auc = 0.037923
Epoch 806
Loss = 3.3493e-03, PNorm = 128.3359, GNorm = 0.1484, lr_0 = 9.6019e-04
Loss = 2.6896e-03, PNorm = 128.3398, GNorm = 0.1043, lr_0 = 9.6018e-04
Validation prc-auc = 0.037554
Epoch 807
Validation prc-auc = 0.037968
Epoch 808
Validation prc-auc = 0.038885
Epoch 809
Validation prc-auc = 0.038415
Epoch 810
Validation prc-auc = 0.037481
Epoch 811
Loss = 3.0227e-03, PNorm = 128.4300, GNorm = 0.0660, lr_0 = 9.5996e-04
Validation prc-auc = 0.035658
Epoch 812
Validation prc-auc = 0.033435
Epoch 813
Validation prc-auc = 0.034097
Epoch 814
Validation prc-auc = 0.033349
Epoch 815
Validation prc-auc = 0.033179
Epoch 816
Loss = 1.7693e-02, PNorm = 128.7565, GNorm = 0.3367, lr_0 = 9.5970e-04
Validation prc-auc = 0.032006
Epoch 817
Validation prc-auc = 0.030687
Epoch 818
Validation prc-auc = 0.029818
Epoch 819
Validation prc-auc = 0.030836
Epoch 820
Loss = 1.2068e-02, PNorm = 128.9738, GNorm = 0.0817, lr_0 = 9.5948e-04
Loss = 4.1829e-03, PNorm = 128.9869, GNorm = 0.2113, lr_0 = 9.5946e-04
Validation prc-auc = 0.031559
Epoch 821
Validation prc-auc = 0.032143
Epoch 822
Validation prc-auc = 0.032434
Epoch 823
Validation prc-auc = 0.030432
Epoch 824
Validation prc-auc = 0.028541
Epoch 825
Loss = 3.6496e-02, PNorm = 129.1110, GNorm = 0.6658, lr_0 = 9.5924e-04
Validation prc-auc = 0.028075
Epoch 826
Validation prc-auc = 0.027541
Epoch 827
Validation prc-auc = 0.027372
Epoch 828
Validation prc-auc = 0.027401
Epoch 829
Validation prc-auc = 0.027378
Epoch 830
Loss = 1.1456e-02, PNorm = 129.2554, GNorm = 0.2351, lr_0 = 9.5899e-04
Validation prc-auc = 0.026948
Epoch 831
Validation prc-auc = 0.027062
Epoch 832
Validation prc-auc = 0.027205
Epoch 833
Validation prc-auc = 0.027144
Epoch 834
Loss = 2.0253e-03, PNorm = 129.3753, GNorm = 0.1232, lr_0 = 9.5877e-04
Loss = 2.6966e-01, PNorm = 129.3818, GNorm = 16.6729, lr_0 = 9.5875e-04
Validation prc-auc = 0.027706
Epoch 835
Validation prc-auc = 0.030122
Epoch 836
Validation prc-auc = 0.029995
Epoch 837
Validation prc-auc = 0.031094
Epoch 838
Validation prc-auc = 0.031331
Epoch 839
Loss = 7.0768e-02, PNorm = 129.6102, GNorm = 0.9726, lr_0 = 9.5851e-04
Loss = 2.7075e-02, PNorm = 129.6346, GNorm = 0.6886, lr_0 = 9.5849e-04
Validation prc-auc = 0.029351
Epoch 840
Validation prc-auc = 0.028478
Epoch 841
Validation prc-auc = 0.026913
Epoch 842
Validation prc-auc = 0.026224
Epoch 843
Validation prc-auc = 0.026266
Epoch 844
Loss = 9.2062e-02, PNorm = 129.9211, GNorm = 0.7204, lr_0 = 9.5827e-04
Validation prc-auc = 0.026225
Epoch 845
Validation prc-auc = 0.025732
Epoch 846
Validation prc-auc = 0.026754
Epoch 847
Validation prc-auc = 0.029639
Epoch 848
Validation prc-auc = 0.031816
Epoch 849
Loss = 1.4573e-02, PNorm = 130.2840, GNorm = 0.3830, lr_0 = 9.5802e-04
Validation prc-auc = 0.032361
Epoch 850
Validation prc-auc = 0.032729
Epoch 851
Validation prc-auc = 0.032700
Epoch 852
Validation prc-auc = 0.033250
Epoch 853
Loss = 1.2148e-02, PNorm = 130.4543, GNorm = 0.0824, lr_0 = 9.5780e-04
Loss = 2.6368e-01, PNorm = 130.4628, GNorm = 5.5850, lr_0 = 9.5778e-04
Validation prc-auc = 0.033648
Epoch 854
Validation prc-auc = 0.035190
Epoch 855
Validation prc-auc = 0.034693
Epoch 856
Validation prc-auc = 0.033456
Epoch 857
Validation prc-auc = 0.030459
Epoch 858
Loss = 3.6943e-02, PNorm = 130.6074, GNorm = 1.2069, lr_0 = 9.5754e-04
Validation prc-auc = 0.029869
Epoch 859
Validation prc-auc = 0.029270
Epoch 860
Validation prc-auc = 0.029476
Epoch 861
Validation prc-auc = 0.029629
Epoch 862
Validation prc-auc = 0.030328
Epoch 863
Loss = 2.0512e-02, PNorm = 130.7307, GNorm = 0.4798, lr_0 = 9.5730e-04
Validation prc-auc = 0.030591
Epoch 864
Validation prc-auc = 0.030177
Epoch 865
Validation prc-auc = 0.030227
Epoch 866
Validation prc-auc = 0.029595
Epoch 867
Loss = 2.0450e-02, PNorm = 130.8556, GNorm = 0.7741, lr_0 = 9.5708e-04
Loss = 5.9530e-03, PNorm = 130.8642, GNorm = 0.2174, lr_0 = 9.5707e-04
Validation prc-auc = 0.029252
Epoch 868
Validation prc-auc = 0.029466
Epoch 869
Validation prc-auc = 0.031956
Epoch 870
Validation prc-auc = 0.032070
Epoch 871
Validation prc-auc = 0.030350
Epoch 872
Loss = 7.3555e-02, PNorm = 130.9797, GNorm = 1.0875, lr_0 = 9.5683e-04
Loss = 1.1502e-01, PNorm = 130.9945, GNorm = 7.1155, lr_0 = 9.5681e-04
Validation prc-auc = 0.029812
Epoch 873
Validation prc-auc = 0.029180
Epoch 874
Validation prc-auc = 0.028373
Epoch 875
Validation prc-auc = 0.028756
Epoch 876
Validation prc-auc = 0.029197
Epoch 877
Loss = 6.1697e-02, PNorm = 131.2167, GNorm = 0.7293, lr_0 = 9.5659e-04
Validation prc-auc = 0.029935
Epoch 878
Validation prc-auc = 0.030326
Epoch 879
Validation prc-auc = 0.030465
Epoch 880
Validation prc-auc = 0.030589
Epoch 881
Validation prc-auc = 0.028982
Epoch 882
Loss = 1.2703e-02, PNorm = 131.3857, GNorm = 0.3889, lr_0 = 9.5634e-04
Validation prc-auc = 0.029794
Epoch 883
Validation prc-auc = 0.030748
Epoch 884
Validation prc-auc = 0.031627
Epoch 885
Validation prc-auc = 0.030231
Epoch 886
Loss = 2.5569e-02, PNorm = 131.4865, GNorm = 3.2291, lr_0 = 9.5612e-04
Loss = 2.9838e-02, PNorm = 131.4942, GNorm = 0.8201, lr_0 = 9.5610e-04
Validation prc-auc = 0.030373
Epoch 887
Validation prc-auc = 0.031176
Epoch 888
Validation prc-auc = 0.031081
Epoch 889
Validation prc-auc = 0.032490
Epoch 890
Validation prc-auc = 0.033628
Epoch 891
Loss = 1.2562e-01, PNorm = 131.6089, GNorm = 5.0668, lr_0 = 9.5586e-04
Validation prc-auc = 0.035011
Epoch 892
Validation prc-auc = 0.036123
Epoch 893
Validation prc-auc = 0.035340
Epoch 894
Validation prc-auc = 0.035121
Epoch 895
Validation prc-auc = 0.034852
Epoch 896
Loss = 6.8059e-02, PNorm = 131.7417, GNorm = 2.2268, lr_0 = 9.5563e-04
Validation prc-auc = 0.033848
Epoch 897
Validation prc-auc = 0.032438
Epoch 898
Validation prc-auc = 0.031882
Epoch 899
Validation prc-auc = 0.031652
Epoch 900
Loss = 3.5520e-02, PNorm = 131.8545, GNorm = 0.6980, lr_0 = 9.5541e-04
Loss = 3.4256e-04, PNorm = 131.8616, GNorm = 0.0149, lr_0 = 9.5539e-04
Validation prc-auc = 0.031215
Epoch 901
Validation prc-auc = 0.031156
Epoch 902
Validation prc-auc = 0.030861
Epoch 903
Validation prc-auc = 0.030793
Epoch 904
Validation prc-auc = 0.031063
Epoch 905
Loss = 1.3413e-02, PNorm = 131.9394, GNorm = 0.6262, lr_0 = 9.5515e-04
Loss = 4.3844e-04, PNorm = 131.9461, GNorm = 0.0151, lr_0 = 9.5513e-04
Validation prc-auc = 0.030948
Epoch 906
Validation prc-auc = 0.031835
Epoch 907
Validation prc-auc = 0.029900
Epoch 908
Validation prc-auc = 0.028301
Epoch 909
Validation prc-auc = 0.027059
Epoch 910
Loss = 1.1890e-03, PNorm = 132.0714, GNorm = 0.1048, lr_0 = 9.5491e-04
Validation prc-auc = 0.026731
Epoch 911
Validation prc-auc = 0.026832
Epoch 912
Validation prc-auc = 0.026826
Epoch 913
Validation prc-auc = 0.027653
Epoch 914
Validation prc-auc = 0.027928
Epoch 915
Loss = 1.2733e-01, PNorm = 132.1797, GNorm = 1.4428, lr_0 = 9.5466e-04
Validation prc-auc = 0.028188
Epoch 916
Validation prc-auc = 0.028757
Epoch 917
Validation prc-auc = 0.029298
Epoch 918
Validation prc-auc = 0.030351
Epoch 919
Loss = 6.9107e-02, PNorm = 132.2552, GNorm = 0.3839, lr_0 = 9.5444e-04
Loss = 7.0403e-04, PNorm = 132.2618, GNorm = 0.0418, lr_0 = 9.5442e-04
Validation prc-auc = 0.031129
Epoch 920
Validation prc-auc = 0.031692
Epoch 921
Validation prc-auc = 0.031871
Epoch 922
Validation prc-auc = 0.031604
Epoch 923
Validation prc-auc = 0.031556
Epoch 924
Loss = 1.9736e-03, PNorm = 132.3497, GNorm = 0.0447, lr_0 = 9.5419e-04
Validation prc-auc = 0.031900
Epoch 925
Validation prc-auc = 0.031938
Epoch 926
Validation prc-auc = 0.031639
Epoch 927
Validation prc-auc = 0.031155
Epoch 928
Validation prc-auc = 0.030430
Epoch 929
Loss = 4.6546e-03, PNorm = 132.4088, GNorm = 0.0766, lr_0 = 9.5395e-04
Validation prc-auc = 0.030590
Epoch 930
Validation prc-auc = 0.030404
Epoch 931
Validation prc-auc = 0.030102
Epoch 932
Validation prc-auc = 0.029749
Epoch 933
Loss = 7.9309e-03, PNorm = 132.4738, GNorm = 0.1064, lr_0 = 9.5371e-04
Validation prc-auc = 0.029576
Epoch 934
Validation prc-auc = 0.029607
Epoch 935
Validation prc-auc = 0.029480
Epoch 936
Validation prc-auc = 0.029387
Epoch 937
Validation prc-auc = 0.029239
Epoch 938
Loss = 9.5337e-02, PNorm = 132.5175, GNorm = 2.2261, lr_0 = 9.5348e-04
Loss = 2.5670e-04, PNorm = 132.5195, GNorm = 0.0111, lr_0 = 9.5346e-04
Validation prc-auc = 0.028804
Epoch 939
Validation prc-auc = 0.028243
Epoch 940
Validation prc-auc = 0.027957
Epoch 941
Validation prc-auc = 0.027719
Epoch 942
Validation prc-auc = 0.027728
Epoch 943
Loss = 3.9826e-03, PNorm = 132.5644, GNorm = 0.1075, lr_0 = 9.5324e-04
Validation prc-auc = 0.027679
Epoch 944
Validation prc-auc = 0.027630
Epoch 945
Validation prc-auc = 0.027617
Epoch 946
Validation prc-auc = 0.027426
Epoch 947
Validation prc-auc = 0.027400
Epoch 948
Loss = 1.5394e-03, PNorm = 132.6057, GNorm = 0.0428, lr_0 = 9.5299e-04
Validation prc-auc = 0.027477
Epoch 949
Validation prc-auc = 0.027467
Epoch 950
Validation prc-auc = 0.027936
Epoch 951
Validation prc-auc = 0.028105
Epoch 952
Loss = 4.3814e-03, PNorm = 132.6397, GNorm = 0.1657, lr_0 = 9.5277e-04
Loss = 2.6018e-03, PNorm = 132.6429, GNorm = 0.0982, lr_0 = 9.5275e-04
Validation prc-auc = 0.028076
Epoch 953
Validation prc-auc = 0.028326
Epoch 954
Validation prc-auc = 0.028767
Epoch 955
Validation prc-auc = 0.029151
Epoch 956
Validation prc-auc = 0.029260
Epoch 957
Loss = 4.6728e-03, PNorm = 132.6986, GNorm = 0.1246, lr_0 = 9.5251e-04
Loss = 2.0120e-03, PNorm = 132.7031, GNorm = 0.0610, lr_0 = 9.5250e-04
Validation prc-auc = 0.029246
Epoch 958
Validation prc-auc = 0.029086
Epoch 959
Validation prc-auc = 0.029343
Epoch 960
Validation prc-auc = 0.029053
Epoch 961
Validation prc-auc = 0.029084
Epoch 962
Loss = 1.5305e-04, PNorm = 132.7563, GNorm = 0.0055, lr_0 = 9.5228e-04
Validation prc-auc = 0.029356
Epoch 963
Validation prc-auc = 0.029272
Epoch 964
Validation prc-auc = 0.029242
Epoch 965
Validation prc-auc = 0.028983
Epoch 966
Loss = 1.0633e-03, PNorm = 132.8028, GNorm = 0.0091, lr_0 = 9.5204e-04
Validation prc-auc = 0.028865
Epoch 967
Validation prc-auc = 0.028659
Epoch 968
Validation prc-auc = 0.028282
Epoch 969
Validation prc-auc = 0.028002
Epoch 970
Validation prc-auc = 0.027877
Epoch 971
Loss = 2.7253e-03, PNorm = 132.8440, GNorm = 0.1015, lr_0 = 9.5180e-04
Loss = 7.0160e-05, PNorm = 132.8467, GNorm = 0.0033, lr_0 = 9.5179e-04
Validation prc-auc = 0.027527
Epoch 972
Validation prc-auc = 0.027392
Epoch 973
Validation prc-auc = 0.027289
Epoch 974
Validation prc-auc = 0.027079
Epoch 975
Validation prc-auc = 0.026282
Epoch 976
Loss = 5.7222e-04, PNorm = 132.8713, GNorm = 0.0173, lr_0 = 9.5157e-04
Validation prc-auc = 0.026982
Epoch 977
Validation prc-auc = 0.029213
Epoch 978
Validation prc-auc = 0.029767
Epoch 979
Validation prc-auc = 0.028917
Epoch 980
Validation prc-auc = 0.028504
Epoch 981
Loss = 5.1593e-02, PNorm = 133.0857, GNorm = 0.7185, lr_0 = 9.5132e-04
Validation prc-auc = 0.028578
Epoch 982
Validation prc-auc = 0.028777
Epoch 983
Validation prc-auc = 0.029313
Epoch 984
Validation prc-auc = 0.030639
Epoch 985
Loss = 3.3414e-02, PNorm = 133.2266, GNorm = 1.6851, lr_0 = 9.5110e-04
Loss = 8.6990e-03, PNorm = 133.2369, GNorm = 0.2031, lr_0 = 9.5108e-04
Validation prc-auc = 0.031830
Epoch 986
Validation prc-auc = 0.029889
Epoch 987
Validation prc-auc = 0.029357
Epoch 988
Validation prc-auc = 0.031581
Epoch 989
Validation prc-auc = 0.033015
Epoch 990
Loss = 3.8941e-02, PNorm = 133.4248, GNorm = 0.3940, lr_0 = 9.5084e-04
Loss = 4.8714e-03, PNorm = 133.4394, GNorm = 0.1331, lr_0 = 9.5083e-04
Validation prc-auc = 0.034002
Epoch 991
Validation prc-auc = 0.033782
Epoch 992
Validation prc-auc = 0.031992
Epoch 993
Validation prc-auc = 0.030724
Epoch 994
Validation prc-auc = 0.029740
Epoch 995
Loss = 5.8800e-03, PNorm = 133.5929, GNorm = 0.1835, lr_0 = 9.5061e-04
Validation prc-auc = 0.028877
Epoch 996
Validation prc-auc = 0.028707
Epoch 997
Validation prc-auc = 0.028159
Epoch 998
Validation prc-auc = 0.027993
Epoch 999
Loss = 7.9079e-03, PNorm = 133.7051, GNorm = 0.0001, lr_0 = 9.5037e-04
Validation prc-auc = 0.027371
Epoch 1000
Validation prc-auc = 0.026441
Epoch 1001
Validation prc-auc = 0.026463
Epoch 1002
Validation prc-auc = 0.028064
Epoch 1003
Validation prc-auc = 0.029832
Epoch 1004
Loss = 6.4678e-02, PNorm = 133.7921, GNorm = 0.9546, lr_0 = 9.5014e-04
Loss = 1.2104e-02, PNorm = 133.8019, GNorm = 0.5737, lr_0 = 9.5012e-04
Validation prc-auc = 0.030612
Epoch 1005
Validation prc-auc = 0.031776
Epoch 1006
Validation prc-auc = 0.031711
Epoch 1007
Validation prc-auc = 0.031992
Epoch 1008
Validation prc-auc = 0.032406
Epoch 1009
Loss = 2.7865e-02, PNorm = 133.9072, GNorm = 1.0408, lr_0 = 9.4990e-04
Validation prc-auc = 0.033706
Epoch 1010
Validation prc-auc = 0.033352
Epoch 1011
Validation prc-auc = 0.032270
Epoch 1012
Validation prc-auc = 0.031120
Epoch 1013
Validation prc-auc = 0.031618
Epoch 1014
Loss = 1.7362e-01, PNorm = 134.1140, GNorm = 1.4873, lr_0 = 9.4965e-04
Validation prc-auc = 0.033290
Epoch 1015
Validation prc-auc = 0.036147
Epoch 1016
Validation prc-auc = 0.036794
Epoch 1017
Validation prc-auc = 0.034579
Epoch 1018
Loss = 1.3037e-02, PNorm = 134.3443, GNorm = 0.0862, lr_0 = 9.4943e-04
Loss = 1.2207e-03, PNorm = 134.3639, GNorm = 0.0497, lr_0 = 9.4941e-04
Validation prc-auc = 0.033481
Epoch 1019
Validation prc-auc = 0.033330
Epoch 1020
Validation prc-auc = 0.032228
Epoch 1021
Validation prc-auc = 0.032015
Epoch 1022
Validation prc-auc = 0.031149
Epoch 1023
Loss = 1.5943e-01, PNorm = 134.5731, GNorm = 0.0481, lr_0 = 9.4918e-04
Loss = 6.9719e-03, PNorm = 134.5857, GNorm = 0.2628, lr_0 = 9.4916e-04
Validation prc-auc = 0.029267
Epoch 1024
Validation prc-auc = 0.029536
Epoch 1025
Validation prc-auc = 0.029815
Epoch 1026
Validation prc-auc = 0.029741
Epoch 1027
Validation prc-auc = 0.029533
Epoch 1028
Loss = 1.1416e-03, PNorm = 134.7454, GNorm = 0.0278, lr_0 = 9.4894e-04
Validation prc-auc = 0.029145
Epoch 1029
Validation prc-auc = 0.028918
Epoch 1030
Validation prc-auc = 0.029716
Epoch 1031
Validation prc-auc = 0.029967
Epoch 1032
Validation prc-auc = 0.029584
Epoch 1033
Loss = 9.6662e-03, PNorm = 134.9025, GNorm = 0.6216, lr_0 = 9.4869e-04
Validation prc-auc = 0.029060
Epoch 1034
Validation prc-auc = 0.027948
Epoch 1035
Validation prc-auc = 0.027317
Epoch 1036
Validation prc-auc = 0.026934
Epoch 1037
Loss = 5.8561e-02, PNorm = 135.0459, GNorm = 2.7882, lr_0 = 9.4847e-04
Loss = 9.1595e-04, PNorm = 135.0571, GNorm = 0.0348, lr_0 = 9.4845e-04
Validation prc-auc = 0.027014
Epoch 1038
Validation prc-auc = 0.027145
Epoch 1039
Validation prc-auc = 0.027410
Epoch 1040
Validation prc-auc = 0.028237
Epoch 1041
Validation prc-auc = 0.028125
Epoch 1042
Loss = 2.8808e-03, PNorm = 135.2243, GNorm = 0.1219, lr_0 = 9.4823e-04
Validation prc-auc = 0.028060
Epoch 1043
Validation prc-auc = 0.027762
Epoch 1044
Validation prc-auc = 0.028053
Epoch 1045
Validation prc-auc = 0.028950
Epoch 1046
Validation prc-auc = 0.029415
Epoch 1047
Loss = 6.5637e-03, PNorm = 135.3665, GNorm = 0.1994, lr_0 = 9.4798e-04
Validation prc-auc = 0.029988
Epoch 1048
Validation prc-auc = 0.029945
Epoch 1049
Validation prc-auc = 0.030215
Epoch 1050
Validation prc-auc = 0.029558
Epoch 1051
Loss = 4.0618e-03, PNorm = 135.4292, GNorm = 0.0197, lr_0 = 9.4776e-04
Loss = 1.0880e-03, PNorm = 135.4338, GNorm = 0.0689, lr_0 = 9.4775e-04
Validation prc-auc = 0.029682
Epoch 1052
Validation prc-auc = 0.030152
Epoch 1053
Validation prc-auc = 0.030657
Epoch 1054
Validation prc-auc = 0.031765
Epoch 1055
Validation prc-auc = 0.029591
Epoch 1056
Loss = 1.8660e-03, PNorm = 135.4983, GNorm = 0.0275, lr_0 = 9.4751e-04
Loss = 1.3650e-04, PNorm = 135.5047, GNorm = 0.0071, lr_0 = 9.4749e-04
Validation prc-auc = 0.028509
Epoch 1057
Validation prc-auc = 0.027709
Epoch 1058
Validation prc-auc = 0.027027
Epoch 1059
Validation prc-auc = 0.026265
Epoch 1060
Validation prc-auc = 0.025550
Epoch 1061
Loss = 1.4017e-03, PNorm = 135.5730, GNorm = 0.0401, lr_0 = 9.4728e-04
Validation prc-auc = 0.025260
Epoch 1062
Validation prc-auc = 0.024954
Epoch 1063
Validation prc-auc = 0.026350
Epoch 1064
Validation prc-auc = 0.027448
Epoch 1065
Validation prc-auc = 0.028138
Epoch 1066
Loss = 1.8052e-02, PNorm = 135.6421, GNorm = 1.0001, lr_0 = 9.4702e-04
Validation prc-auc = 0.029078
Epoch 1067
Validation prc-auc = 0.029806
Epoch 1068
Validation prc-auc = 0.029920
Epoch 1069
Validation prc-auc = 0.029323
Epoch 1070
Loss = 8.6551e-04, PNorm = 135.7327, GNorm = 0.0026, lr_0 = 9.4681e-04
Loss = 1.1806e-03, PNorm = 135.7389, GNorm = 0.0603, lr_0 = 9.4679e-04
Validation prc-auc = 0.028951
Epoch 1071
Validation prc-auc = 0.028615
Epoch 1072
Validation prc-auc = 0.028977
Epoch 1073
Validation prc-auc = 0.029107
Epoch 1074
Validation prc-auc = 0.029616
Epoch 1075
Loss = 3.5592e-02, PNorm = 135.7847, GNorm = 1.4520, lr_0 = 9.4657e-04
Validation prc-auc = 0.029627
Epoch 1076
Validation prc-auc = 0.029734
Epoch 1077
Validation prc-auc = 0.029894
Epoch 1078
Validation prc-auc = 0.029475
Epoch 1079
Validation prc-auc = 0.029363
Epoch 1080
Loss = 1.5914e-03, PNorm = 135.8480, GNorm = 0.0411, lr_0 = 9.4632e-04
Validation prc-auc = 0.029125
Epoch 1081
Validation prc-auc = 0.029021
Epoch 1082
Validation prc-auc = 0.028974
Epoch 1083
Validation prc-auc = 0.028809
Epoch 1084
Loss = 5.2196e-04, PNorm = 135.8949, GNorm = 0.0028, lr_0 = 9.4610e-04
Loss = 1.7827e-04, PNorm = 135.8975, GNorm = 0.0088, lr_0 = 9.4608e-04
Validation prc-auc = 0.028852
Epoch 1085
Validation prc-auc = 0.028902
Epoch 1086
Validation prc-auc = 0.028499
Epoch 1087
Validation prc-auc = 0.028004
Epoch 1088
Validation prc-auc = 0.027879
Epoch 1089
Loss = 4.3223e-03, PNorm = 135.9337, GNorm = 0.0241, lr_0 = 9.4585e-04
Loss = 6.7421e-05, PNorm = 135.9367, GNorm = 0.0035, lr_0 = 9.4583e-04
Validation prc-auc = 0.028417
Epoch 1090
Validation prc-auc = 0.028745
Epoch 1091
Validation prc-auc = 0.028758
Epoch 1092
Validation prc-auc = 0.029023
Epoch 1093
Validation prc-auc = 0.028847
Epoch 1094
Loss = 1.2670e-04, PNorm = 135.9789, GNorm = 0.0042, lr_0 = 9.4561e-04
Validation prc-auc = 0.028384
Epoch 1095
Validation prc-auc = 0.027044
Epoch 1096
Validation prc-auc = 0.025759
Epoch 1097
Validation prc-auc = 0.025452
Epoch 1098
Validation prc-auc = 0.025239
Epoch 1099
Loss = 2.7319e-03, PNorm = 136.0855, GNorm = 0.0585, lr_0 = 9.4536e-04
Validation prc-auc = 0.027020
Epoch 1100
Validation prc-auc = 0.028645
Epoch 1101
Validation prc-auc = 0.028584
Epoch 1102
Validation prc-auc = 0.025804
Epoch 1103
Loss = 5.9724e-02, PNorm = 136.2149, GNorm = 1.3076, lr_0 = 9.4515e-04
Loss = 1.0504e-01, PNorm = 136.2339, GNorm = 5.3825, lr_0 = 9.4513e-04
Validation prc-auc = 0.025797
Epoch 1104
Validation prc-auc = 0.026128
Epoch 1105
Validation prc-auc = 0.026724
Epoch 1106
Validation prc-auc = 0.029646
Epoch 1107
Validation prc-auc = 0.032065
Epoch 1108
Loss = 1.4221e-01, PNorm = 136.5166, GNorm = 1.0417, lr_0 = 9.4489e-04
Validation prc-auc = 0.034132
Epoch 1109
Validation prc-auc = 0.036124
Epoch 1110
Validation prc-auc = 0.035125
Epoch 1111
Validation prc-auc = 0.033990
Epoch 1112
Validation prc-auc = 0.033468
Epoch 1113
Loss = 2.0254e-01, PNorm = 136.7268, GNorm = 1.4906, lr_0 = 9.4466e-04
Validation prc-auc = 0.030769
Epoch 1114
Validation prc-auc = 0.028730
Epoch 1115
Validation prc-auc = 0.027039
Epoch 1116
Validation prc-auc = 0.026843
Epoch 1117
Loss = 4.0032e-03, PNorm = 136.8722, GNorm = 0.0607, lr_0 = 9.4444e-04
Loss = 2.2570e-04, PNorm = 136.8808, GNorm = 0.0095, lr_0 = 9.4443e-04
Validation prc-auc = 0.027233
Epoch 1118
Validation prc-auc = 0.027393
Epoch 1119
Validation prc-auc = 0.028374
Epoch 1120
Validation prc-auc = 0.029159
Epoch 1121
Validation prc-auc = 0.029409
Epoch 1122
Loss = 8.1436e-02, PNorm = 136.9802, GNorm = 1.6639, lr_0 = 9.4419e-04
Loss = 2.9642e-05, PNorm = 136.9856, GNorm = 0.0022, lr_0 = 9.4417e-04
Validation prc-auc = 0.030003
Epoch 1123
Validation prc-auc = 0.031030
Epoch 1124
Validation prc-auc = 0.031583
Epoch 1125
Validation prc-auc = 0.031642
Epoch 1126
Validation prc-auc = 0.031709
Epoch 1127
Loss = 1.3498e-03, PNorm = 137.0701, GNorm = 0.0639, lr_0 = 9.4396e-04
Validation prc-auc = 0.032117
Epoch 1128
Validation prc-auc = 0.032673
Epoch 1129
Validation prc-auc = 0.033267
Epoch 1130
Validation prc-auc = 0.033580
Epoch 1131
Validation prc-auc = 0.034009
Epoch 1132
Loss = 2.4372e-02, PNorm = 137.1353, GNorm = 1.5237, lr_0 = 9.4371e-04
Validation prc-auc = 0.033804
Epoch 1133
Validation prc-auc = 0.033982
Epoch 1134
Validation prc-auc = 0.033897
Epoch 1135
Validation prc-auc = 0.033650
Epoch 1136
Loss = 1.3723e-03, PNorm = 137.1928, GNorm = 0.0763, lr_0 = 9.4349e-04
Loss = 6.5337e-04, PNorm = 137.1969, GNorm = 0.0287, lr_0 = 9.4347e-04
Validation prc-auc = 0.033552
Epoch 1137
Validation prc-auc = 0.033389
Epoch 1138
Validation prc-auc = 0.032521
Epoch 1139
Validation prc-auc = 0.031526
Epoch 1140
Validation prc-auc = 0.029931
Epoch 1141
Loss = 5.3585e-04, PNorm = 137.2652, GNorm = 0.0024, lr_0 = 9.4324e-04
Validation prc-auc = 0.028786
Epoch 1142
Validation prc-auc = 0.028032
Epoch 1143
Validation prc-auc = 0.027855
Epoch 1144
Validation prc-auc = 0.027438
Epoch 1145
Validation prc-auc = 0.027619
Epoch 1146
Loss = 2.4080e-03, PNorm = 137.3500, GNorm = 0.0575, lr_0 = 9.4300e-04
Validation prc-auc = 0.028084
Epoch 1147
Validation prc-auc = 0.028345
Epoch 1148
Validation prc-auc = 0.029074
Epoch 1149
Validation prc-auc = 0.030337
Epoch 1150
Loss = 1.9539e-02, PNorm = 137.4627, GNorm = 0.7947, lr_0 = 9.4279e-04
Loss = 9.4896e-02, PNorm = 137.4702, GNorm = 3.8108, lr_0 = 9.4277e-04
Validation prc-auc = 0.031003
Epoch 1151
Validation prc-auc = 0.031947
Epoch 1152
Validation prc-auc = 0.032004
Epoch 1153
Validation prc-auc = 0.033055
Epoch 1154
Validation prc-auc = 0.033069
Epoch 1155
Loss = 1.7861e-03, PNorm = 137.6268, GNorm = 0.0531, lr_0 = 9.4253e-04
Loss = 2.0376e-04, PNorm = 137.6367, GNorm = 0.0111, lr_0 = 9.4252e-04
Validation prc-auc = 0.034406
Epoch 1156
Validation prc-auc = 0.034074
Epoch 1157
Validation prc-auc = 0.034049
Epoch 1158
Validation prc-auc = 0.034294
Epoch 1159
Validation prc-auc = 0.035130
Epoch 1160
Loss = 3.1416e-02, PNorm = 137.7343, GNorm = 0.9277, lr_0 = 9.4230e-04
Validation prc-auc = 0.035599
Epoch 1161
Validation prc-auc = 0.037273
Epoch 1162
Validation prc-auc = 0.037998
Epoch 1163
Validation prc-auc = 0.038263
Epoch 1164
Validation prc-auc = 0.038808
Epoch 1165
Loss = 3.2859e-03, PNorm = 137.8465, GNorm = 0.1264, lr_0 = 9.4205e-04
Validation prc-auc = 0.039120
Epoch 1166
Validation prc-auc = 0.039573
Epoch 1167
Validation prc-auc = 0.039855
Epoch 1168
Validation prc-auc = 0.039685
Epoch 1169
Loss = 3.2421e-02, PNorm = 137.9028, GNorm = 0.1437, lr_0 = 9.4183e-04
Loss = 1.0461e-03, PNorm = 137.9058, GNorm = 0.0466, lr_0 = 9.4182e-04
Validation prc-auc = 0.038831
Epoch 1170
Validation prc-auc = 0.038846
Epoch 1171
Validation prc-auc = 0.038564
Epoch 1172
Validation prc-auc = 0.039232
Epoch 1173
Validation prc-auc = 0.038422
Epoch 1174
Loss = 2.3667e-03, PNorm = 137.9629, GNorm = 0.5594, lr_0 = 9.4158e-04
Validation prc-auc = 0.038424
Epoch 1175
Validation prc-auc = 0.038103
Epoch 1176
Validation prc-auc = 0.038018
Epoch 1177
Validation prc-auc = 0.037800
Epoch 1178
Validation prc-auc = 0.037231
Epoch 1179
Loss = 9.0429e-04, PNorm = 138.0165, GNorm = 0.0378, lr_0 = 9.4135e-04
Validation prc-auc = 0.037034
Epoch 1180
Validation prc-auc = 0.037066
Epoch 1181
Validation prc-auc = 0.036975
Epoch 1182
Validation prc-auc = 0.035920
Epoch 1183
Loss = 7.5352e-03, PNorm = 138.0545, GNorm = 0.6443, lr_0 = 9.4112e-04
Validation prc-auc = 0.035080
Epoch 1184
Validation prc-auc = 0.034389
Epoch 1185
Validation prc-auc = 0.034481
Epoch 1186
Validation prc-auc = 0.035385
Epoch 1187
Validation prc-auc = 0.035564
Epoch 1188
Loss = 8.9850e-02, PNorm = 138.1171, GNorm = 2.1779, lr_0 = 9.4088e-04
Loss = 2.2748e-03, PNorm = 138.1231, GNorm = 0.1543, lr_0 = 9.4087e-04
Validation prc-auc = 0.036574
Epoch 1189
Validation prc-auc = 0.037131
Epoch 1190
Validation prc-auc = 0.036778
Epoch 1191
Validation prc-auc = 0.036018
Epoch 1192
Validation prc-auc = 0.033467
Epoch 1193
Loss = 5.4623e-03, PNorm = 138.2393, GNorm = 0.1673, lr_0 = 9.4065e-04
Validation prc-auc = 0.033797
Epoch 1194
Validation prc-auc = 0.033061
Epoch 1195
Validation prc-auc = 0.032698
Epoch 1196
Validation prc-auc = 0.032032
Epoch 1197
Validation prc-auc = 0.032141
Epoch 1198
Loss = 1.9395e-02, PNorm = 138.3543, GNorm = 0.9983, lr_0 = 9.4040e-04
Validation prc-auc = 0.032063
Epoch 1199
Validation prc-auc = 0.031809
Epoch 1200
Validation prc-auc = 0.032213
Epoch 1201
Validation prc-auc = 0.031100
Epoch 1202
Loss = 2.8302e-02, PNorm = 138.4322, GNorm = 0.0406, lr_0 = 9.4018e-04
Loss = 1.7106e-03, PNorm = 138.4378, GNorm = 0.0674, lr_0 = 9.4016e-04
Validation prc-auc = 0.029864
Epoch 1203
Validation prc-auc = 0.029315
Epoch 1204
Validation prc-auc = 0.028693
Epoch 1205
Validation prc-auc = 0.028501
Epoch 1206
Validation prc-auc = 0.028565
Epoch 1207
Loss = 3.0485e-03, PNorm = 138.5167, GNorm = 0.0779, lr_0 = 9.3993e-04
Loss = 7.2451e-05, PNorm = 138.5213, GNorm = 0.0046, lr_0 = 9.3991e-04
Validation prc-auc = 0.028266
Epoch 1208
Validation prc-auc = 0.028155
Epoch 1209
Validation prc-auc = 0.028195
Epoch 1210
Validation prc-auc = 0.028191
Epoch 1211
Validation prc-auc = 0.028089
Epoch 1212
Loss = 9.8903e-04, PNorm = 138.5635, GNorm = 0.0724, lr_0 = 9.3970e-04
Validation prc-auc = 0.027979
Epoch 1213
Validation prc-auc = 0.028146
Epoch 1214
Validation prc-auc = 0.028266
Epoch 1215
Validation prc-auc = 0.028560
Epoch 1216
Loss = 4.5187e-03, PNorm = 138.5869, GNorm = 0.0141, lr_0 = 9.3946e-04
Validation prc-auc = 0.028662
Epoch 1217
Validation prc-auc = 0.028882
Epoch 1218
Validation prc-auc = 0.028909
Epoch 1219
Validation prc-auc = 0.029027
Epoch 1220
Validation prc-auc = 0.029202
Epoch 1221
Loss = 5.5903e-04, PNorm = 138.6186, GNorm = 0.0191, lr_0 = 9.3923e-04
Loss = 7.0059e-04, PNorm = 138.6207, GNorm = 0.0252, lr_0 = 9.3922e-04
Validation prc-auc = 0.029237
Epoch 1222
Validation prc-auc = 0.029386
Epoch 1223
Validation prc-auc = 0.029257
Epoch 1224
Validation prc-auc = 0.029313
Epoch 1225
Validation prc-auc = 0.029339
Epoch 1226
Loss = 3.2076e-04, PNorm = 138.6427, GNorm = 0.0165, lr_0 = 9.3900e-04
Validation prc-auc = 0.029295
Epoch 1227
Validation prc-auc = 0.029281
Epoch 1228
Validation prc-auc = 0.029106
Epoch 1229
Validation prc-auc = 0.029023
Epoch 1230
Validation prc-auc = 0.029074
Epoch 1231
Loss = 2.1484e-04, PNorm = 138.6661, GNorm = 0.0085, lr_0 = 9.3875e-04
Validation prc-auc = 0.028992
Epoch 1232
Validation prc-auc = 0.028531
Epoch 1233
Validation prc-auc = 0.028393
Epoch 1234
Validation prc-auc = 0.028390
Epoch 1235
Loss = 4.8373e-02, PNorm = 138.6800, GNorm = 0.0003, lr_0 = 9.3853e-04
Loss = 2.0663e-06, PNorm = 138.6799, GNorm = 0.0001, lr_0 = 9.3852e-04
Validation prc-auc = 0.028217
Epoch 1236
Validation prc-auc = 0.027949
Epoch 1237
Validation prc-auc = 0.027677
Epoch 1238
Validation prc-auc = 0.027788
Epoch 1239
Validation prc-auc = 0.027990
Epoch 1240
Loss = 1.4843e-03, PNorm = 138.7070, GNorm = 0.0682, lr_0 = 9.3828e-04
Loss = 1.6354e-03, PNorm = 138.7101, GNorm = 0.0669, lr_0 = 9.3827e-04
Validation prc-auc = 0.028023
Epoch 1241
Validation prc-auc = 0.028026
Epoch 1242
Validation prc-auc = 0.028450
Epoch 1243
Validation prc-auc = 0.028352
Epoch 1244
Validation prc-auc = 0.028518
Epoch 1245
Loss = 8.7944e-03, PNorm = 138.7528, GNorm = 0.5289, lr_0 = 9.3805e-04
Validation prc-auc = 0.028339
Epoch 1246
Validation prc-auc = 0.028357
Epoch 1247
Validation prc-auc = 0.028497
Epoch 1248
Validation prc-auc = 0.028332
Epoch 1249
Loss = 3.0493e-04, PNorm = 138.7759, GNorm = 0.0042, lr_0 = 9.3782e-04
Validation prc-auc = 0.028280
Epoch 1250
Validation prc-auc = 0.028290
Epoch 1251
Validation prc-auc = 0.028191
Epoch 1252
Validation prc-auc = 0.028180
Epoch 1253
Validation prc-auc = 0.028168
Epoch 1254
Loss = 5.1704e-04, PNorm = 138.7886, GNorm = 0.0226, lr_0 = 9.3758e-04
Loss = 2.8040e-04, PNorm = 138.7895, GNorm = 0.0124, lr_0 = 9.3757e-04
Validation prc-auc = 0.028139
Epoch 1255
Validation prc-auc = 0.028138
Epoch 1256
Validation prc-auc = 0.028067
Epoch 1257
Validation prc-auc = 0.026925
Epoch 1258
Validation prc-auc = 0.025050
Epoch 1259
Loss = 1.8723e-04, PNorm = 138.8310, GNorm = 0.0199, lr_0 = 9.3735e-04
Validation prc-auc = 0.024102
Epoch 1260
Validation prc-auc = 0.026522
Epoch 1261
Validation prc-auc = 0.027893
Epoch 1262
Validation prc-auc = 0.028015
Epoch 1263
Validation prc-auc = 0.028530
Epoch 1264
Loss = 4.2997e-04, PNorm = 139.0113, GNorm = 0.0149, lr_0 = 9.3710e-04
Validation prc-auc = 0.028523
Epoch 1265
Validation prc-auc = 0.029341
Epoch 1266
Validation prc-auc = 0.031302
Epoch 1267
Validation prc-auc = 0.032146
Epoch 1268
Loss = 1.2918e-02, PNorm = 139.1959, GNorm = 1.2748, lr_0 = 9.3689e-04
Loss = 2.6346e-03, PNorm = 139.2125, GNorm = 0.1082, lr_0 = 9.3687e-04
Validation prc-auc = 0.032342
Epoch 1269
Validation prc-auc = 0.031259
Epoch 1270
Validation prc-auc = 0.030135
Epoch 1271
Validation prc-auc = 0.030033
Epoch 1272
Validation prc-auc = 0.031157
Epoch 1273
Loss = 4.0625e-02, PNorm = 139.4235, GNorm = 1.1045, lr_0 = 9.3664e-04
Loss = 5.1112e-03, PNorm = 139.4345, GNorm = 0.3484, lr_0 = 9.3662e-04
Validation prc-auc = 0.031569
Epoch 1274
Validation prc-auc = 0.031841
Epoch 1275
Validation prc-auc = 0.031314
Epoch 1276
Validation prc-auc = 0.030664
Epoch 1277
Validation prc-auc = 0.030402
Epoch 1278
Loss = 3.5494e-04, PNorm = 139.5738, GNorm = 0.0143, lr_0 = 9.3641e-04
Validation prc-auc = 0.030122
Epoch 1279
Validation prc-auc = 0.030185
Epoch 1280
Validation prc-auc = 0.029394
Epoch 1281
Validation prc-auc = 0.031402
Epoch 1282
Validation prc-auc = 0.026990
Epoch 1283
Loss = 1.0224e-02, PNorm = 139.8034, GNorm = 0.3697, lr_0 = 9.3616e-04
Validation prc-auc = 0.023584
Epoch 1284
Validation prc-auc = 0.022917
Epoch 1285
Validation prc-auc = 0.023508
Epoch 1286
Validation prc-auc = 0.025217
Epoch 1287
Loss = 9.7873e-02, PNorm = 140.4247, GNorm = 1.6363, lr_0 = 9.3594e-04
Loss = 4.5788e-01, PNorm = 140.4701, GNorm = 4.2283, lr_0 = 9.3592e-04
Validation prc-auc = 0.027046
Epoch 1288
Validation prc-auc = 0.028202
Epoch 1289
Validation prc-auc = 0.028710
Epoch 1290
Validation prc-auc = 0.026711
Epoch 1291
Validation prc-auc = 0.025158
Epoch 1292
Loss = 7.0494e-02, PNorm = 140.9931, GNorm = 1.1692, lr_0 = 9.3571e-04
Validation prc-auc = 0.024635
Epoch 1293
Validation prc-auc = 0.024404
Epoch 1294
Validation prc-auc = 0.024255
Epoch 1295
Validation prc-auc = 0.024110
Epoch 1296
Validation prc-auc = 0.023895
Epoch 1297
Loss = 7.2564e-03, PNorm = 141.3671, GNorm = 0.2111, lr_0 = 9.3546e-04
Validation prc-auc = 0.023446
Epoch 1298
Validation prc-auc = 0.023315
Epoch 1299
Validation prc-auc = 0.023599
Epoch 1300
Validation prc-auc = 0.024080
Epoch 1301
Loss = 2.2303e-02, PNorm = 141.5517, GNorm = 2.4212, lr_0 = 9.3524e-04
Loss = 1.4904e-03, PNorm = 141.5650, GNorm = 0.1234, lr_0 = 9.3523e-04
Validation prc-auc = 0.024184
Epoch 1302
Validation prc-auc = 0.024190
Epoch 1303
Validation prc-auc = 0.026790
Epoch 1304
Validation prc-auc = 0.028829
Epoch 1305
Validation prc-auc = 0.029055
Epoch 1306
Loss = 1.1788e-01, PNorm = 141.8263, GNorm = 1.2433, lr_0 = 9.3499e-04
Loss = 1.7193e-03, PNorm = 141.8585, GNorm = 0.0882, lr_0 = 9.3498e-04
Validation prc-auc = 0.027713
Epoch 1307
Validation prc-auc = 0.026965
Epoch 1308
Validation prc-auc = 0.027076
Epoch 1309
Validation prc-auc = 0.027884
Epoch 1310
Validation prc-auc = 0.030209
Epoch 1311
Loss = 2.1517e-02, PNorm = 142.2682, GNorm = 0.5070, lr_0 = 9.3476e-04
Validation prc-auc = 0.030307
Epoch 1312
Validation prc-auc = 0.030870
Epoch 1313
Validation prc-auc = 0.030820
Epoch 1314
Validation prc-auc = 0.031303
Epoch 1315
Validation prc-auc = 0.030587
Epoch 1316
Loss = 1.4086e-02, PNorm = 142.6458, GNorm = 0.2633, lr_0 = 9.3451e-04
Validation prc-auc = 0.027986
Epoch 1317
Validation prc-auc = 0.025998
Epoch 1318
Validation prc-auc = 0.023856
Epoch 1319
Validation prc-auc = 0.023948
Epoch 1320
Loss = 8.6991e-03, PNorm = 142.8593, GNorm = 0.1882, lr_0 = 9.3430e-04
Loss = 1.6243e-04, PNorm = 142.8746, GNorm = 0.0109, lr_0 = 9.3428e-04
Validation prc-auc = 0.027300
Epoch 1321
Validation prc-auc = 0.029675
Epoch 1322
Validation prc-auc = 0.030918
Epoch 1323
Validation prc-auc = 0.031471
Epoch 1324
Validation prc-auc = 0.031919
Epoch 1325
Loss = 1.4196e-02, PNorm = 143.0437, GNorm = 0.7012, lr_0 = 9.3407e-04
Validation prc-auc = 0.031417
Epoch 1326
Validation prc-auc = 0.031192
Epoch 1327
Validation prc-auc = 0.031049
Epoch 1328
Validation prc-auc = 0.031447
Epoch 1329
Validation prc-auc = 0.030653
Epoch 1330
Loss = 7.3418e-02, PNorm = 143.3458, GNorm = 2.2601, lr_0 = 9.3382e-04
Validation prc-auc = 0.030342
Epoch 1331
Validation prc-auc = 0.031413
Epoch 1332
Validation prc-auc = 0.032449
Epoch 1333
Validation prc-auc = 0.031479
Epoch 1334
Loss = 3.7052e-02, PNorm = 143.7528, GNorm = 0.8022, lr_0 = 9.3360e-04
Loss = 1.3034e-02, PNorm = 143.7884, GNorm = 0.4590, lr_0 = 9.3359e-04
Validation prc-auc = 0.033444
Epoch 1335
Validation prc-auc = 0.035143
Epoch 1336
Validation prc-auc = 0.036896
Epoch 1337
Validation prc-auc = 0.037293
Epoch 1338
Validation prc-auc = 0.036999
Epoch 1339
Loss = 1.6029e-01, PNorm = 144.2826, GNorm = 2.4412, lr_0 = 9.3336e-04
Loss = 4.3804e-03, PNorm = 144.3099, GNorm = 0.1817, lr_0 = 9.3334e-04
Validation prc-auc = 0.036469
Epoch 1340
Validation prc-auc = 0.031760
Epoch 1341
Validation prc-auc = 0.028532
Epoch 1342
Validation prc-auc = 0.027289
Epoch 1343
Validation prc-auc = 0.028197
Epoch 1344
Loss = 1.9036e-02, PNorm = 144.6020, GNorm = 0.8028, lr_0 = 9.3312e-04
Validation prc-auc = 0.028954
Epoch 1345
Validation prc-auc = 0.029288
Epoch 1346
Validation prc-auc = 0.030274
Epoch 1347
Validation prc-auc = 0.027260
Epoch 1348
Validation prc-auc = 0.022589
Epoch 1349
Loss = 1.6836e-01, PNorm = 144.9301, GNorm = 2.2926, lr_0 = 9.3288e-04
Validation prc-auc = 0.023036
Epoch 1350
Validation prc-auc = 0.022292
Epoch 1351
Validation prc-auc = 0.021899
Epoch 1352
Validation prc-auc = 0.021281
Epoch 1353
Loss = 1.1783e-01, PNorm = 145.6206, GNorm = 0.7816, lr_0 = 9.3266e-04
Loss = 2.1843e-01, PNorm = 145.6718, GNorm = 2.1220, lr_0 = 9.3264e-04
Validation prc-auc = 0.020975
Epoch 1354
Validation prc-auc = 0.021311
Epoch 1355
Validation prc-auc = 0.021760
Epoch 1356
Validation prc-auc = 0.022364
Epoch 1357
Validation prc-auc = 0.023743
Epoch 1358
Loss = 6.9357e-02, PNorm = 146.1985, GNorm = 0.4267, lr_0 = 9.3241e-04
Validation prc-auc = 0.024519
Epoch 1359
Validation prc-auc = 0.025884
Epoch 1360
Validation prc-auc = 0.025511
Epoch 1361
Validation prc-auc = 0.023772
Epoch 1362
Validation prc-auc = 0.023638
Epoch 1363
Loss = 1.0055e-02, PNorm = 146.4624, GNorm = 0.2965, lr_0 = 9.3218e-04
Validation prc-auc = 0.024050
Epoch 1364
Validation prc-auc = 0.024975
Epoch 1365
Validation prc-auc = 0.026416
Epoch 1366
Validation prc-auc = 0.027651
Epoch 1367
Loss = 2.9959e-02, PNorm = 146.6482, GNorm = 1.5559, lr_0 = 9.3197e-04
Loss = 2.4586e-03, PNorm = 146.6631, GNorm = 0.0784, lr_0 = 9.3195e-04
Validation prc-auc = 0.028400
Epoch 1368
Validation prc-auc = 0.028919
Epoch 1369
Validation prc-auc = 0.029399
Epoch 1370
Validation prc-auc = 0.028609
Epoch 1371
Validation prc-auc = 0.027769
Epoch 1372
Loss = 5.8602e-02, PNorm = 146.8477, GNorm = 1.9697, lr_0 = 9.3172e-04
Loss = 2.9171e-04, PNorm = 146.8619, GNorm = 0.0293, lr_0 = 9.3170e-04
Validation prc-auc = 0.027845
Epoch 1373
Validation prc-auc = 0.027824
Epoch 1374
Validation prc-auc = 0.027770
Epoch 1375
Validation prc-auc = 0.027623
Epoch 1376
Validation prc-auc = 0.027071
Epoch 1377
Loss = 6.6014e-02, PNorm = 147.0053, GNorm = 0.9389, lr_0 = 9.3149e-04
Validation prc-auc = 0.026962
Epoch 1378
Validation prc-auc = 0.026828
Epoch 1379
Validation prc-auc = 0.026575
Epoch 1380
Validation prc-auc = 0.026511
Epoch 1381
Validation prc-auc = 0.027678
Epoch 1382
Loss = 3.2340e-03, PNorm = 147.1059, GNorm = 0.0645, lr_0 = 9.3124e-04
Validation prc-auc = 0.030512
Epoch 1383
Validation prc-auc = 0.031114
Epoch 1384
Validation prc-auc = 0.033908
Epoch 1385
Validation prc-auc = 0.034991
Epoch 1386
Loss = 3.1726e-02, PNorm = 147.2788, GNorm = 0.5251, lr_0 = 9.3102e-04
Loss = 2.6314e-01, PNorm = 147.2939, GNorm = 2.7406, lr_0 = 9.3101e-04
Validation prc-auc = 0.031552
Epoch 1387
Validation prc-auc = 0.032506
Epoch 1388
Validation prc-auc = 0.032307
Epoch 1389
Validation prc-auc = 0.033911
Epoch 1390
Validation prc-auc = 0.034900
Epoch 1391
Loss = 7.5827e-02, PNorm = 147.5693, GNorm = 0.3550, lr_0 = 9.3078e-04
Validation prc-auc = 0.036980
Epoch 1392
Validation prc-auc = 0.034924
Epoch 1393
Validation prc-auc = 0.034291
Epoch 1394
Validation prc-auc = 0.033189
Epoch 1395
Validation prc-auc = 0.032548
Epoch 1396
Loss = 1.9800e-02, PNorm = 147.8508, GNorm = 0.3205, lr_0 = 9.3055e-04
Validation prc-auc = 0.032084
Epoch 1397
Validation prc-auc = 0.031307
Epoch 1398
Validation prc-auc = 0.031165
Epoch 1399
Validation prc-auc = 0.030823
Epoch 1400
Loss = 9.7851e-03, PNorm = 148.0807, GNorm = 0.0606, lr_0 = 9.3033e-04
Loss = 2.6886e-03, PNorm = 148.0991, GNorm = 0.1399, lr_0 = 9.3032e-04
Validation prc-auc = 0.030163
Epoch 1401
Validation prc-auc = 0.030822
Epoch 1402
Validation prc-auc = 0.029974
Epoch 1403
Validation prc-auc = 0.029990
Epoch 1404
Validation prc-auc = 0.030850
Epoch 1405
Loss = 4.4535e-02, PNorm = 148.3481, GNorm = 2.1369, lr_0 = 9.3008e-04
Loss = 2.1413e-03, PNorm = 148.3613, GNorm = 0.1476, lr_0 = 9.3007e-04
Validation prc-auc = 0.032221
Epoch 1406
Validation prc-auc = 0.032433
Epoch 1407
Validation prc-auc = 0.032591
Epoch 1408
Validation prc-auc = 0.033416
Epoch 1409
Validation prc-auc = 0.034243
Epoch 1410
Loss = 3.7114e-03, PNorm = 148.4854, GNorm = 0.1889, lr_0 = 9.2985e-04
Validation prc-auc = 0.034682
Epoch 1411
Validation prc-auc = 0.035148
Epoch 1412
Validation prc-auc = 0.036112
Epoch 1413
Validation prc-auc = 0.036809
Epoch 1414
Validation prc-auc = 0.036773
Epoch 1415
Loss = 1.0545e-03, PNorm = 148.6235, GNorm = 0.0307, lr_0 = 9.2961e-04
Validation prc-auc = 0.036113
Epoch 1416
Validation prc-auc = 0.035760
Epoch 1417
Validation prc-auc = 0.035903
Epoch 1418
Validation prc-auc = 0.035185
Epoch 1419
Loss = 2.5429e-02, PNorm = 148.6984, GNorm = 2.3217, lr_0 = 9.2939e-04
Loss = 1.0471e-04, PNorm = 148.7050, GNorm = 0.0052, lr_0 = 9.2938e-04
Validation prc-auc = 0.034642
Epoch 1420
Validation prc-auc = 0.034495
Epoch 1421
Validation prc-auc = 0.034634
Epoch 1422
Validation prc-auc = 0.034558
Epoch 1423
Validation prc-auc = 0.033640
Epoch 1424
Loss = 1.4673e-02, PNorm = 148.7908, GNorm = 1.2366, lr_0 = 9.2914e-04
Validation prc-auc = 0.032554
Epoch 1425
Validation prc-auc = 0.032094
Epoch 1426
Validation prc-auc = 0.031546
Epoch 1427
Validation prc-auc = 0.031122
Epoch 1428
Validation prc-auc = 0.031383
Epoch 1429
Loss = 1.1786e-01, PNorm = 148.8462, GNorm = 1.3606, lr_0 = 9.2891e-04
Validation prc-auc = 0.031763
Epoch 1430
Validation prc-auc = 0.032257
Epoch 1431
Validation prc-auc = 0.032629
Epoch 1432
Validation prc-auc = 0.032870
Epoch 1433
Loss = 4.8527e-02, PNorm = 148.8952, GNorm = 0.0182, lr_0 = 9.2868e-04
Validation prc-auc = 0.033628
Epoch 1434
Validation prc-auc = 0.033825
Epoch 1435
Validation prc-auc = 0.034278
Epoch 1436
Validation prc-auc = 0.034982
Epoch 1437
Validation prc-auc = 0.036171
Epoch 1438
Loss = 7.2468e-03, PNorm = 148.9555, GNorm = 0.0874, lr_0 = 9.2845e-04
Loss = 9.9177e-04, PNorm = 148.9623, GNorm = 0.0436, lr_0 = 9.2844e-04
Validation prc-auc = 0.036362
Epoch 1439
Validation prc-auc = 0.036272
Epoch 1440
Validation prc-auc = 0.035844
Epoch 1441
Validation prc-auc = 0.035993
Epoch 1442
Validation prc-auc = 0.035156
Epoch 1443
Loss = 1.6983e-03, PNorm = 149.0468, GNorm = 0.2403, lr_0 = 9.2822e-04
Validation prc-auc = 0.034100
Epoch 1444
Validation prc-auc = 0.033075
Epoch 1445
Validation prc-auc = 0.032632
Epoch 1446
Validation prc-auc = 0.033863
Epoch 1447
Validation prc-auc = 0.035746
Epoch 1448
Loss = 6.5456e-03, PNorm = 149.1756, GNorm = 1.1069, lr_0 = 9.2798e-04
Validation prc-auc = 0.033503
Epoch 1449
Validation prc-auc = 0.033329
Epoch 1450
Validation prc-auc = 0.034092
Epoch 1451
Validation prc-auc = 0.034002
Epoch 1452
Loss = 4.2857e-02, PNorm = 149.4421, GNorm = 0.9442, lr_0 = 9.2776e-04
Loss = 5.6410e-02, PNorm = 149.4639, GNorm = 4.3550, lr_0 = 9.2775e-04
Validation prc-auc = 0.033378
Epoch 1453
Validation prc-auc = 0.030800
Epoch 1454
Validation prc-auc = 0.029393
Epoch 1455
Validation prc-auc = 0.030117
Epoch 1456
Validation prc-auc = 0.032489
Epoch 1457
Loss = 8.1377e-02, PNorm = 149.7428, GNorm = 1.1040, lr_0 = 9.2752e-04
Loss = 1.1153e-02, PNorm = 149.7647, GNorm = 0.2893, lr_0 = 9.2750e-04
Validation prc-auc = 0.034087
Epoch 1458
Validation prc-auc = 0.034153
Epoch 1459
Validation prc-auc = 0.034578
Epoch 1460
Validation prc-auc = 0.034286
Epoch 1461
Validation prc-auc = 0.033723
Epoch 1462
Loss = 2.6528e-02, PNorm = 150.0095, GNorm = 0.5719, lr_0 = 9.2729e-04
Validation prc-auc = 0.033629
Epoch 1463
Validation prc-auc = 0.035598
Epoch 1464
Validation prc-auc = 0.036989
Epoch 1465
Validation prc-auc = 0.037932
Epoch 1466
Loss = 7.5291e-01, PNorm = 150.2058, GNorm = 52.3288, lr_0 = 9.2706e-04
Validation prc-auc = 0.035681
Epoch 1467
Validation prc-auc = 0.032829
Epoch 1468
Validation prc-auc = 0.027652
Epoch 1469
Validation prc-auc = 0.023004
Epoch 1470
Validation prc-auc = 0.023996
Epoch 1471
Loss = 1.5726e-01, PNorm = 150.7609, GNorm = 1.6125, lr_0 = 9.2683e-04
Loss = 2.9664e-02, PNorm = 150.8000, GNorm = 0.8850, lr_0 = 9.2681e-04
Validation prc-auc = 0.024235
Epoch 1472
Validation prc-auc = 0.024823
Epoch 1473
Validation prc-auc = 0.025539
Epoch 1474
Validation prc-auc = 0.025950
Epoch 1475
Validation prc-auc = 0.026433
Epoch 1476
Loss = 6.2664e-02, PNorm = 151.2222, GNorm = 0.7519, lr_0 = 9.2660e-04
Validation prc-auc = 0.027311
Epoch 1477
Validation prc-auc = 0.028448
Epoch 1478
Validation prc-auc = 0.029157
Epoch 1479
Validation prc-auc = 0.029049
Epoch 1480
Validation prc-auc = 0.028479
Epoch 1481
Loss = 3.2027e-03, PNorm = 151.5410, GNorm = 0.0838, lr_0 = 9.2635e-04
Validation prc-auc = 0.028171
Epoch 1482
Validation prc-auc = 0.028627
Epoch 1483
Validation prc-auc = 0.029433
Epoch 1484
Validation prc-auc = 0.029313
Epoch 1485
Loss = 1.1931e-02, PNorm = 151.6810, GNorm = 0.6115, lr_0 = 9.2614e-04
Loss = 3.8952e-04, PNorm = 151.6897, GNorm = 0.0233, lr_0 = 9.2612e-04
Validation prc-auc = 0.029489
Epoch 1486
Validation prc-auc = 0.029611
Epoch 1487
Validation prc-auc = 0.029853
Epoch 1488
Validation prc-auc = 0.029172
Epoch 1489
Validation prc-auc = 0.028137
Epoch 1490
Loss = 6.5239e-02, PNorm = 151.7992, GNorm = 5.1451, lr_0 = 9.2589e-04
Loss = 3.1488e-03, PNorm = 151.8091, GNorm = 0.1297, lr_0 = 9.2587e-04
Validation prc-auc = 0.026915
Epoch 1491
Validation prc-auc = 0.025848
Epoch 1492
Validation prc-auc = 0.024499
Epoch 1493
Validation prc-auc = 0.024290
Epoch 1494
Validation prc-auc = 0.025377
Epoch 1495
Loss = 2.5949e-03, PNorm = 152.0064, GNorm = 0.0948, lr_0 = 9.2566e-04
Validation prc-auc = 0.022918
Epoch 1496
Validation prc-auc = 0.021513
Epoch 1497
Validation prc-auc = 0.021281
Epoch 1498
Validation prc-auc = 0.021176
Epoch 1499
Loss = 2.2503e-01, PNorm = 152.6727, GNorm = 1.9526, lr_0 = 9.2543e-04
Validation prc-auc = 0.021565
Epoch 1500
Validation prc-auc = 0.022476
Epoch 1501
Validation prc-auc = 0.023135
Epoch 1502
Validation prc-auc = 0.023199
Epoch 1503
Validation prc-auc = 0.023223
Epoch 1504
Loss = 8.5841e-02, PNorm = 153.1447, GNorm = 2.9773, lr_0 = 9.2520e-04
Loss = 3.8726e-02, PNorm = 153.1694, GNorm = 1.2159, lr_0 = 9.2518e-04
Validation prc-auc = 0.024811
Epoch 1505
Validation prc-auc = 0.026717
Epoch 1506
Validation prc-auc = 0.027537
Epoch 1507
Validation prc-auc = 0.029231
Epoch 1508
Validation prc-auc = 0.029791
Epoch 1509
Loss = 2.0219e-01, PNorm = 153.4503, GNorm = 1.5985, lr_0 = 9.2497e-04
Validation prc-auc = 0.030105
Epoch 1510
Validation prc-auc = 0.031359
Epoch 1511
Validation prc-auc = 0.031446
Epoch 1512
Validation prc-auc = 0.031483
Epoch 1513
Validation prc-auc = 0.030795
Epoch 1514
Loss = 9.2575e-03, PNorm = 153.8532, GNorm = 0.2422, lr_0 = 9.2472e-04
Validation prc-auc = 0.029288
Epoch 1515
Validation prc-auc = 0.027027
Epoch 1516
Validation prc-auc = 0.025468
Epoch 1517
Validation prc-auc = 0.025143
Epoch 1518
Loss = 1.5516e-02, PNorm = 154.0902, GNorm = 0.7796, lr_0 = 9.2451e-04
Loss = 7.2121e-04, PNorm = 154.1041, GNorm = 0.0405, lr_0 = 9.2449e-04
Validation prc-auc = 0.025588
Epoch 1519
Validation prc-auc = 0.026427
Epoch 1520
Validation prc-auc = 0.027503
Epoch 1521
Validation prc-auc = 0.028340
Epoch 1522
Validation prc-auc = 0.029955
Epoch 1523
Loss = 3.4892e-02, PNorm = 154.2755, GNorm = 0.0786, lr_0 = 9.2427e-04
Loss = 3.3878e-03, PNorm = 154.2896, GNorm = 0.3472, lr_0 = 9.2425e-04
Validation prc-auc = 0.030922
Epoch 1524
Validation prc-auc = 0.031820
Epoch 1525
Validation prc-auc = 0.032003
Epoch 1526
Validation prc-auc = 0.031305
Epoch 1527
Validation prc-auc = 0.031560
Epoch 1528
Loss = 1.2490e-02, PNorm = 154.4762, GNorm = 0.2329, lr_0 = 9.2404e-04
Validation prc-auc = 0.031012
Epoch 1529
Validation prc-auc = 0.030317
Epoch 1530
Validation prc-auc = 0.029596
Epoch 1531
Validation prc-auc = 0.029187
Epoch 1532
Validation prc-auc = 0.029207
Epoch 1533
Loss = 1.2832e-01, PNorm = 154.6235, GNorm = 1.3511, lr_0 = 9.2379e-04
Validation prc-auc = 0.028025
Epoch 1534
Validation prc-auc = 0.027367
Epoch 1535
Validation prc-auc = 0.027883
Epoch 1536
Validation prc-auc = 0.027785
Epoch 1537
Loss = 9.7720e-02, PNorm = 154.7174, GNorm = 1.2518, lr_0 = 9.2358e-04
Loss = 2.6560e-02, PNorm = 154.7245, GNorm = 1.0525, lr_0 = 9.2356e-04
Validation prc-auc = 0.027411
Epoch 1538
Validation prc-auc = 0.027496
Epoch 1539
Validation prc-auc = 0.027409
Epoch 1540
Validation prc-auc = 0.027285
Epoch 1541
Validation prc-auc = 0.027469
Epoch 1542
Loss = 6.4564e-04, PNorm = 154.8384, GNorm = 0.0236, lr_0 = 9.2335e-04
Validation prc-auc = 0.028062
Epoch 1543
Validation prc-auc = 0.028171
Epoch 1544
Validation prc-auc = 0.029395
Epoch 1545
Validation prc-auc = 0.029973
Epoch 1546
Validation prc-auc = 0.030278
Epoch 1547
Loss = 6.1321e-04, PNorm = 154.9362, GNorm = 0.0222, lr_0 = 9.2310e-04
Validation prc-auc = 0.030644
Epoch 1548
Validation prc-auc = 0.031129
Epoch 1549
Validation prc-auc = 0.031591
Epoch 1550
Validation prc-auc = 0.032192
Epoch 1551
Loss = 8.7865e-03, PNorm = 155.0197, GNorm = 0.3293, lr_0 = 9.2289e-04
Loss = 1.1850e-03, PNorm = 155.0255, GNorm = 0.0598, lr_0 = 9.2287e-04
Validation prc-auc = 0.032803
Epoch 1552
Validation prc-auc = 0.032595
Epoch 1553
Validation prc-auc = 0.030936
Epoch 1554
Validation prc-auc = 0.029193
Epoch 1555
Validation prc-auc = 0.030346
Epoch 1556
Loss = 5.6274e-04, PNorm = 155.1379, GNorm = 0.0283, lr_0 = 9.2264e-04
Loss = 9.0996e-05, PNorm = 155.1468, GNorm = 0.0059, lr_0 = 9.2263e-04
Validation prc-auc = 0.029942
Epoch 1557
Validation prc-auc = 0.029369
Epoch 1558
Validation prc-auc = 0.028805
Epoch 1559
Validation prc-auc = 0.028372
Epoch 1560
Validation prc-auc = 0.028074
Epoch 1561
Loss = 3.4812e-02, PNorm = 155.2398, GNorm = 1.3912, lr_0 = 9.2242e-04
Validation prc-auc = 0.027271
Epoch 1562
Validation prc-auc = 0.027513
Epoch 1563
Validation prc-auc = 0.028491
Epoch 1564
Validation prc-auc = 0.028929
Epoch 1565
Validation prc-auc = 0.029377
Epoch 1566
Loss = 1.3388e-02, PNorm = 155.3463, GNorm = 0.4369, lr_0 = 9.2217e-04
Validation prc-auc = 0.029016
Epoch 1567
Validation prc-auc = 0.028695
Epoch 1568
Validation prc-auc = 0.028352
Epoch 1569
Validation prc-auc = 0.027926
Epoch 1570
Loss = 6.1107e-03, PNorm = 155.4176, GNorm = 0.1291, lr_0 = 9.2196e-04
Loss = 6.9103e-03, PNorm = 155.4219, GNorm = 0.2255, lr_0 = 9.2194e-04
Validation prc-auc = 0.027648
Epoch 1571
Validation prc-auc = 0.027693
Epoch 1572
Validation prc-auc = 0.027931
Epoch 1573
Validation prc-auc = 0.028182
Epoch 1574
Validation prc-auc = 0.028582
Epoch 1575
Loss = 8.7048e-03, PNorm = 155.4623, GNorm = 0.1871, lr_0 = 9.2173e-04
Validation prc-auc = 0.028653
Epoch 1576
Validation prc-auc = 0.028804
Epoch 1577
Validation prc-auc = 0.027614
Epoch 1578
Validation prc-auc = 0.027085
Epoch 1579
Validation prc-auc = 0.026446
Epoch 1580
Loss = 1.7492e-02, PNorm = 155.5168, GNorm = 1.5940, lr_0 = 9.2148e-04
Validation prc-auc = 0.026278
Epoch 1581
Validation prc-auc = 0.025920
Epoch 1582
Validation prc-auc = 0.025991
Epoch 1583
Validation prc-auc = 0.025968
Epoch 1584
Loss = 1.9938e-02, PNorm = 155.5950, GNorm = 0.0580, lr_0 = 9.2127e-04
Loss = 7.1346e-03, PNorm = 155.6015, GNorm = 0.2564, lr_0 = 9.2125e-04
Validation prc-auc = 0.025540
Epoch 1585
Validation prc-auc = 0.025081
Epoch 1586
Validation prc-auc = 0.024873
Epoch 1587
Validation prc-auc = 0.024141
Epoch 1588
Validation prc-auc = 0.023052
Epoch 1589
Loss = 1.3270e-01, PNorm = 155.7060, GNorm = 8.4743, lr_0 = 9.2103e-04
Loss = 1.2120e-06, PNorm = 155.7180, GNorm = 0.0001, lr_0 = 9.2101e-04
Validation prc-auc = 0.023057
Epoch 1590
Validation prc-auc = 0.024327
Epoch 1591
Validation prc-auc = 0.025256
Epoch 1592
Validation prc-auc = 0.025953
Epoch 1593
Validation prc-auc = 0.026327
Epoch 1594
Loss = 9.1247e-02, PNorm = 155.9063, GNorm = 0.8983, lr_0 = 9.2080e-04
Validation prc-auc = 0.027253
Epoch 1595
Validation prc-auc = 0.028461
Epoch 1596
Validation prc-auc = 0.029122
Epoch 1597
Validation prc-auc = 0.031546
Epoch 1598
Validation prc-auc = 0.033153
Epoch 1599
Loss = 6.9975e-02, PNorm = 156.1080, GNorm = 0.6636, lr_0 = 9.2055e-04
Validation prc-auc = 0.032684
Epoch 1600
Validation prc-auc = 0.029938
Epoch 1601
Validation prc-auc = 0.028608
Epoch 1602
Validation prc-auc = 0.028075
Epoch 1603
Loss = 7.4958e-02, PNorm = 156.2756, GNorm = 0.7064, lr_0 = 9.2034e-04
Loss = 8.3869e-03, PNorm = 156.2872, GNorm = 0.2823, lr_0 = 9.2032e-04
Validation prc-auc = 0.027289
Epoch 1604
Validation prc-auc = 0.026796
Epoch 1605
Validation prc-auc = 0.026549
Epoch 1606
Validation prc-auc = 0.026059
Epoch 1607
Validation prc-auc = 0.025742
Epoch 1608
Loss = 8.4400e-03, PNorm = 156.4130, GNorm = 0.1176, lr_0 = 9.2010e-04
Validation prc-auc = 0.026018
Epoch 1609
Validation prc-auc = 0.026437
Epoch 1610
Validation prc-auc = 0.026952
Epoch 1611
Validation prc-auc = 0.027050
Epoch 1612
Validation prc-auc = 0.027144
Epoch 1613
Loss = 2.6858e-02, PNorm = 156.5075, GNorm = 1.2388, lr_0 = 9.1987e-04
Validation prc-auc = 0.027554
Epoch 1614
Validation prc-auc = 0.028920
Epoch 1615
Validation prc-auc = 0.029410
Epoch 1616
Validation prc-auc = 0.030674
Epoch 1617
Loss = 2.5435e-03, PNorm = 156.5740, GNorm = 0.3712, lr_0 = 9.1966e-04
Loss = 1.3031e-04, PNorm = 156.5805, GNorm = 0.0073, lr_0 = 9.1964e-04
Validation prc-auc = 0.033647
Epoch 1618
Validation prc-auc = 0.035688
Epoch 1619
Validation prc-auc = 0.038418
Epoch 1620
Validation prc-auc = 0.035848
Epoch 1621
Validation prc-auc = 0.033839
Epoch 1622
Loss = 1.1860e-02, PNorm = 156.6513, GNorm = 0.0205, lr_0 = 9.1941e-04
Loss = 1.1702e-05, PNorm = 156.6559, GNorm = 0.0008, lr_0 = 9.1939e-04
Validation prc-auc = 0.033762
Epoch 1623
Validation prc-auc = 0.033409
Epoch 1624
Validation prc-auc = 0.033480
Epoch 1625
Validation prc-auc = 0.033298
Epoch 1626
Validation prc-auc = 0.032262
Epoch 1627
Loss = 5.2960e-04, PNorm = 156.7042, GNorm = 0.0336, lr_0 = 9.1918e-04
Validation prc-auc = 0.033253
Epoch 1628
Validation prc-auc = 0.041647
Epoch 1629
Validation prc-auc = 0.044347
Epoch 1630
Validation prc-auc = 0.041375
Epoch 1631
Validation prc-auc = 0.033182
Epoch 1632
Loss = 2.7232e-03, PNorm = 156.9498, GNorm = 0.1481, lr_0 = 9.1894e-04
Validation prc-auc = 0.030096
Epoch 1633
Validation prc-auc = 0.025590
Epoch 1634
Validation prc-auc = 0.025948
Epoch 1635
Validation prc-auc = 0.026356
Epoch 1636
Loss = 2.2763e-01, PNorm = 157.3334, GNorm = 5.4397, lr_0 = 9.1873e-04
Loss = 3.3161e-02, PNorm = 157.3663, GNorm = 1.0487, lr_0 = 9.1871e-04
Validation prc-auc = 0.030864
Epoch 1637
Validation prc-auc = 0.033078
Epoch 1638
Validation prc-auc = 0.034311
Epoch 1639
Validation prc-auc = 0.032858
Epoch 1640
Validation prc-auc = 0.031236
Epoch 1641
Loss = 2.0955e-02, PNorm = 157.8048, GNorm = 0.2914, lr_0 = 9.1848e-04
Validation prc-auc = 0.029655
Epoch 1642
Validation prc-auc = 0.027948
Epoch 1643
Validation prc-auc = 0.028196
Epoch 1644
Validation prc-auc = 0.027674
Epoch 1645
Validation prc-auc = 0.027691
Epoch 1646
Loss = 1.7822e-02, PNorm = 158.0890, GNorm = 0.5785, lr_0 = 9.1825e-04
Validation prc-auc = 0.030365
Epoch 1647
Validation prc-auc = 0.033005
Epoch 1648
Validation prc-auc = 0.033497
Epoch 1649
Validation prc-auc = 0.032954
Epoch 1650
Loss = 3.8989e-03, PNorm = 158.2639, GNorm = 0.1758, lr_0 = 9.1804e-04
Loss = 6.9048e-04, PNorm = 158.2755, GNorm = 0.0517, lr_0 = 9.1803e-04
Validation prc-auc = 0.032497
Epoch 1651
Validation prc-auc = 0.030428
Epoch 1652
Validation prc-auc = 0.028195
Epoch 1653
Validation prc-auc = 0.029364
Epoch 1654
Validation prc-auc = 0.030309
Epoch 1655
Loss = 2.6635e-02, PNorm = 158.5120, GNorm = 0.1361, lr_0 = 9.1780e-04
Loss = 4.5342e-03, PNorm = 158.5334, GNorm = 0.2521, lr_0 = 9.1778e-04
Validation prc-auc = 0.030735
Epoch 1656
Validation prc-auc = 0.031372
Epoch 1657
Validation prc-auc = 0.031613
Epoch 1658
Validation prc-auc = 0.032660
Epoch 1659
Validation prc-auc = 0.032445
Epoch 1660
Loss = 4.0845e-02, PNorm = 158.7848, GNorm = 1.0940, lr_0 = 9.1757e-04
Validation prc-auc = 0.032873
Epoch 1661
Validation prc-auc = 0.033029
Epoch 1662
Validation prc-auc = 0.032828
Epoch 1663
Validation prc-auc = 0.032420
Epoch 1664
Validation prc-auc = 0.032094
Epoch 1665
Loss = 6.3803e-03, PNorm = 159.0195, GNorm = 0.3183, lr_0 = 9.1733e-04
Validation prc-auc = 0.030990
Epoch 1666
Validation prc-auc = 0.031329
Epoch 1667
Validation prc-auc = 0.031017
Epoch 1668
Validation prc-auc = 0.030998
Epoch 1669
Loss = 1.5893e-03, PNorm = 159.1141, GNorm = 0.0558, lr_0 = 9.1712e-04
Loss = 5.9952e-05, PNorm = 159.1246, GNorm = 0.0048, lr_0 = 9.1710e-04
Validation prc-auc = 0.031583
Epoch 1670
Validation prc-auc = 0.030422
Epoch 1671
Validation prc-auc = 0.029397
Epoch 1672
Validation prc-auc = 0.028775
Epoch 1673
Validation prc-auc = 0.028655
Epoch 1674
Loss = 1.9870e-02, PNorm = 159.3304, GNorm = 1.3941, lr_0 = 9.1687e-04
Validation prc-auc = 0.028754
Epoch 1675
Validation prc-auc = 0.028467
Epoch 1676
Validation prc-auc = 0.027090
Epoch 1677
Validation prc-auc = 0.026475
Epoch 1678
Validation prc-auc = 0.026775
Epoch 1679
Loss = 8.3559e-02, PNorm = 159.5267, GNorm = 1.4676, lr_0 = 9.1664e-04
Validation prc-auc = 0.028614
Epoch 1680
Validation prc-auc = 0.029588
Epoch 1681
Validation prc-auc = 0.029638
Epoch 1682
Validation prc-auc = 0.029391
Epoch 1683
Loss = 2.4552e-03, PNorm = 159.6662, GNorm = 0.0091, lr_0 = 9.1642e-04
Validation prc-auc = 0.029299
Epoch 1684
Validation prc-auc = 0.029289
Epoch 1685
Validation prc-auc = 0.029150
Epoch 1686
Validation prc-auc = 0.029520
Epoch 1687
Validation prc-auc = 0.029774
Epoch 1688
Loss = 7.5529e-03, PNorm = 159.7362, GNorm = 0.2113, lr_0 = 9.1619e-04
Loss = 5.0580e-03, PNorm = 159.7423, GNorm = 0.5204, lr_0 = 9.1617e-04
Validation prc-auc = 0.030045
Epoch 1689
Validation prc-auc = 0.030187
Epoch 1690
Validation prc-auc = 0.030900
Epoch 1691
Validation prc-auc = 0.030968
Epoch 1692
Validation prc-auc = 0.030710
Epoch 1693
Loss = 1.6904e-02, PNorm = 159.8211, GNorm = 0.5065, lr_0 = 9.1596e-04
Validation prc-auc = 0.029823
Epoch 1694
Validation prc-auc = 0.029589
Epoch 1695
Validation prc-auc = 0.029410
Epoch 1696
Validation prc-auc = 0.029121
Epoch 1697
Validation prc-auc = 0.029135
Epoch 1698
Loss = 5.9334e-04, PNorm = 159.8859, GNorm = 0.0209, lr_0 = 9.1572e-04
Validation prc-auc = 0.029032
Epoch 1699
Validation prc-auc = 0.028725
Epoch 1700
Validation prc-auc = 0.028862
Epoch 1701
Validation prc-auc = 0.029320
Epoch 1702
Loss = 6.2157e-02, PNorm = 159.9139, GNorm = 0.8935, lr_0 = 9.1551e-04
Loss = 1.6815e-02, PNorm = 159.9170, GNorm = 1.3688, lr_0 = 9.1549e-04
Validation prc-auc = 0.029234
Epoch 1703
Validation prc-auc = 0.029351
Epoch 1704
Validation prc-auc = 0.029542
Epoch 1705
Validation prc-auc = 0.029497
Epoch 1706
Validation prc-auc = 0.029563
Epoch 1707
Loss = 8.8970e-03, PNorm = 159.9715, GNorm = 4.3141, lr_0 = 9.1526e-04
Loss = 1.3938e-04, PNorm = 159.9753, GNorm = 0.0091, lr_0 = 9.1525e-04
Validation prc-auc = 0.029522
Epoch 1708
Validation prc-auc = 0.028726
Epoch 1709
Validation prc-auc = 0.028674
Epoch 1710
Validation prc-auc = 0.028698
Epoch 1711
Validation prc-auc = 0.028562
Epoch 1712
Loss = 4.9660e-02, PNorm = 160.0436, GNorm = 1.4724, lr_0 = 9.1504e-04
Validation prc-auc = 0.028670
Epoch 1713
Validation prc-auc = 0.029652
Epoch 1714
Validation prc-auc = 0.029736
Epoch 1715
Validation prc-auc = 0.029928
Epoch 1716
Loss = 2.6906e-03, PNorm = 160.1732, GNorm = 0.0045, lr_0 = 9.1481e-04
Validation prc-auc = 0.029665
Epoch 1717
Validation prc-auc = 0.030533
Epoch 1718
Validation prc-auc = 0.031076
Epoch 1719
Validation prc-auc = 0.030392
Epoch 1720
Validation prc-auc = 0.029781
Epoch 1721
Loss = 7.4361e-03, PNorm = 160.2217, GNorm = 0.1895, lr_0 = 9.1458e-04
Loss = 4.6472e-03, PNorm = 160.2261, GNorm = 0.2380, lr_0 = 9.1457e-04
Validation prc-auc = 0.029664
Epoch 1722
Validation prc-auc = 0.029383
Epoch 1723
Validation prc-auc = 0.029218
Epoch 1724
Validation prc-auc = 0.029793
Epoch 1725
Validation prc-auc = 0.029973
Epoch 1726
Loss = 1.0922e-02, PNorm = 160.2853, GNorm = 0.2545, lr_0 = 9.1436e-04
Validation prc-auc = 0.030084
Epoch 1727
Validation prc-auc = 0.030321
Epoch 1728
Validation prc-auc = 0.030788
Epoch 1729
Validation prc-auc = 0.031298
Epoch 1730
Validation prc-auc = 0.032070
Epoch 1731
Loss = 1.1371e-03, PNorm = 160.3439, GNorm = 0.0365, lr_0 = 9.1411e-04
Validation prc-auc = 0.032519
Epoch 1732
Validation prc-auc = 0.032896
Epoch 1733
Validation prc-auc = 0.033340
Epoch 1734
Validation prc-auc = 0.033958
Epoch 1735
Loss = 7.8582e-04, PNorm = 160.3827, GNorm = 0.0461, lr_0 = 9.1390e-04
Loss = 2.7779e-04, PNorm = 160.3852, GNorm = 0.0198, lr_0 = 9.1389e-04
Validation prc-auc = 0.034329
Epoch 1736
Validation prc-auc = 0.034705
Epoch 1737
Validation prc-auc = 0.035327
Epoch 1738
Validation prc-auc = 0.035747
Epoch 1739
Validation prc-auc = 0.035367
Epoch 1740
Loss = 2.0305e-04, PNorm = 160.4336, GNorm = 0.0163, lr_0 = 9.1366e-04
Loss = 8.0216e-04, PNorm = 160.4362, GNorm = 0.0363, lr_0 = 9.1364e-04
Validation prc-auc = 0.035143
Epoch 1741
Validation prc-auc = 0.035025
Epoch 1742
Validation prc-auc = 0.034861
Epoch 1743
Validation prc-auc = 0.032987
Epoch 1744
Validation prc-auc = 0.031597
Epoch 1745
Loss = 1.1007e-01, PNorm = 160.4701, GNorm = 1.3628, lr_0 = 9.1343e-04
Validation prc-auc = 0.030633
Epoch 1746
Validation prc-auc = 0.030229
Epoch 1747
Validation prc-auc = 0.029511
Epoch 1748
Validation prc-auc = 0.029068
Epoch 1749
Loss = 3.9569e-03, PNorm = 160.5271, GNorm = 0.3141, lr_0 = 9.1320e-04
Validation prc-auc = 0.030829
Epoch 1750
Validation prc-auc = 0.032660
Epoch 1751
Validation prc-auc = 0.033738
Epoch 1752
Validation prc-auc = 0.033945
Epoch 1753
Validation prc-auc = 0.035826
Epoch 1754
Loss = 1.1095e-03, PNorm = 160.6319, GNorm = 0.0566, lr_0 = 9.1298e-04
Loss = 2.2848e-06, PNorm = 160.6394, GNorm = 0.0003, lr_0 = 9.1296e-04
Validation prc-auc = 0.036290
Epoch 1755
Validation prc-auc = 0.037127
Epoch 1756
Validation prc-auc = 0.037312
Epoch 1757
Validation prc-auc = 0.036533
Epoch 1758
Validation prc-auc = 0.034275
Epoch 1759
Loss = 1.8839e-02, PNorm = 160.7299, GNorm = 1.3302, lr_0 = 9.1275e-04
Validation prc-auc = 0.031568
Epoch 1760
Validation prc-auc = 0.028397
Epoch 1761
Validation prc-auc = 0.026353
Epoch 1762
Validation prc-auc = 0.025485
Epoch 1763
Validation prc-auc = 0.025822
Epoch 1764
Loss = 2.3324e-02, PNorm = 160.8602, GNorm = 0.7688, lr_0 = 9.1251e-04
Validation prc-auc = 0.026049
Epoch 1765
Validation prc-auc = 0.026157
Epoch 1766
Validation prc-auc = 0.026065
Epoch 1767
Validation prc-auc = 0.026195
Epoch 1768
Loss = 2.9145e-02, PNorm = 160.9940, GNorm = 0.8727, lr_0 = 9.1230e-04
Loss = 2.5070e-04, PNorm = 161.0024, GNorm = 0.0107, lr_0 = 9.1228e-04
Validation prc-auc = 0.027912
Epoch 1769
Validation prc-auc = 0.028433
Epoch 1770
Validation prc-auc = 0.029192
Epoch 1771
Validation prc-auc = 0.029469
Epoch 1772
Validation prc-auc = 0.029707
Epoch 1773
Loss = 3.1593e-03, PNorm = 161.0823, GNorm = 0.0630, lr_0 = 9.1206e-04
Loss = 1.9451e-03, PNorm = 161.0869, GNorm = 0.0986, lr_0 = 9.1204e-04
Validation prc-auc = 0.029755
Epoch 1774
Validation prc-auc = 0.029868
Epoch 1775
Validation prc-auc = 0.029209
Epoch 1776
Validation prc-auc = 0.029145
Epoch 1777
Validation prc-auc = 0.029019
Epoch 1778
Loss = 9.4151e-02, PNorm = 161.1446, GNorm = 1.3950, lr_0 = 9.1183e-04
Validation prc-auc = 0.028193
Epoch 1779
Validation prc-auc = 0.026711
Epoch 1780
Validation prc-auc = 0.025749
Epoch 1781
Validation prc-auc = 0.025851
Epoch 1782
Validation prc-auc = 0.025969
Epoch 1783
Loss = 3.0548e-04, PNorm = 161.2277, GNorm = 0.0124, lr_0 = 9.1159e-04
Validation prc-auc = 0.026126
Epoch 1784
Validation prc-auc = 0.026063
Epoch 1785
Validation prc-auc = 0.025979
Epoch 1786
Validation prc-auc = 0.025826
Epoch 1787
Loss = 3.4004e-03, PNorm = 161.2878, GNorm = 0.0078, lr_0 = 9.1138e-04
Loss = 1.8733e-03, PNorm = 161.2913, GNorm = 0.1281, lr_0 = 9.1136e-04
Validation prc-auc = 0.025651
Epoch 1788
Validation prc-auc = 0.028714
Epoch 1789
Validation prc-auc = 0.029466
Epoch 1790
Validation prc-auc = 0.030141
Epoch 1791
Validation prc-auc = 0.029712
Epoch 1792
Loss = 1.4773e-03, PNorm = 161.3611, GNorm = 0.0617, lr_0 = 9.1115e-04
Validation prc-auc = 0.029458
Epoch 1793
Validation prc-auc = 0.029387
Epoch 1794
Validation prc-auc = 0.029379
Epoch 1795
Validation prc-auc = 0.029334
Epoch 1796
Validation prc-auc = 0.029263
Epoch 1797
Loss = 5.2514e-03, PNorm = 161.4294, GNorm = 0.1615, lr_0 = 9.1091e-04
Validation prc-auc = 0.029193
Epoch 1798
Validation prc-auc = 0.029214
Epoch 1799
Validation prc-auc = 0.028984
Epoch 1800
Validation prc-auc = 0.028898
Epoch 1801
Loss = 1.9501e-03, PNorm = 161.4732, GNorm = 0.1043, lr_0 = 9.1070e-04
Loss = 7.8478e-06, PNorm = 161.4759, GNorm = 0.0008, lr_0 = 9.1068e-04
Validation prc-auc = 0.028751
Epoch 1802
Validation prc-auc = 0.028634
Epoch 1803
Validation prc-auc = 0.028753
Epoch 1804
Validation prc-auc = 0.029126
Epoch 1805
Validation prc-auc = 0.029020
Epoch 1806
Loss = 1.5205e-02, PNorm = 161.4990, GNorm = 0.0139, lr_0 = 9.1046e-04
Loss = 1.8478e-03, PNorm = 161.5015, GNorm = 0.2575, lr_0 = 9.1044e-04
Validation prc-auc = 0.029147
Epoch 1807
Validation prc-auc = 0.029429
Epoch 1808
Validation prc-auc = 0.029378
Epoch 1809
Validation prc-auc = 0.029273
Epoch 1810
Validation prc-auc = 0.028841
Epoch 1811
Loss = 2.5798e-04, PNorm = 161.5509, GNorm = 0.0086, lr_0 = 9.1023e-04
Validation prc-auc = 0.028159
Epoch 1812
Validation prc-auc = 0.027344
Epoch 1813
Validation prc-auc = 0.026861
Epoch 1814
Validation prc-auc = 0.026406
Epoch 1815
Validation prc-auc = 0.025883
Epoch 1816
Loss = 6.5306e-03, PNorm = 161.6453, GNorm = 0.6988, lr_0 = 9.0999e-04
Validation prc-auc = 0.026023
Epoch 1817
Validation prc-auc = 0.026009
Epoch 1818
Validation prc-auc = 0.025823
Epoch 1819
Validation prc-auc = 0.026211
Epoch 1820
Loss = 2.4404e-03, PNorm = 161.6991, GNorm = 0.1151, lr_0 = 9.0978e-04
Loss = 6.0311e-05, PNorm = 161.7031, GNorm = 0.0039, lr_0 = 9.0976e-04
Validation prc-auc = 0.026101
Epoch 1821
Validation prc-auc = 0.026094
Epoch 1822
Validation prc-auc = 0.024622
Epoch 1823
Validation prc-auc = 0.020125
Epoch 1824
Validation prc-auc = 0.017520
Epoch 1825
Loss = 1.7202e-01, PNorm = 161.7801, GNorm = 3.2272, lr_0 = 9.0955e-04
Validation prc-auc = 0.016856
Epoch 1826
Validation prc-auc = 0.016854
Epoch 1827
Validation prc-auc = 0.017354
Epoch 1828
Validation prc-auc = 0.018266
Epoch 1829
Validation prc-auc = 0.019079
Epoch 1830
Loss = 4.5959e-02, PNorm = 161.9453, GNorm = 0.5631, lr_0 = 9.0931e-04
Validation prc-auc = 0.020212
Epoch 1831
Validation prc-auc = 0.021597
Epoch 1832
Validation prc-auc = 0.021831
Epoch 1833
Validation prc-auc = 0.022475
Epoch 1834
Loss = 6.3339e-02, PNorm = 162.1538, GNorm = 0.3621, lr_0 = 9.0910e-04
Loss = 2.4807e-04, PNorm = 162.1704, GNorm = 0.0298, lr_0 = 9.0909e-04
Validation prc-auc = 0.022768
Epoch 1835
Validation prc-auc = 0.022905
Epoch 1836
Validation prc-auc = 0.024369
Epoch 1837
Validation prc-auc = 0.025399
Epoch 1838
Validation prc-auc = 0.025361
Epoch 1839
Loss = 5.5719e-02, PNorm = 162.4132, GNorm = 0.5684, lr_0 = 9.0886e-04
Loss = 2.3150e-03, PNorm = 162.4375, GNorm = 0.1345, lr_0 = 9.0884e-04
Validation prc-auc = 0.024372
Epoch 1840
Validation prc-auc = 0.023141
Epoch 1841
Validation prc-auc = 0.021984
Epoch 1842
Validation prc-auc = 0.020497
Epoch 1843
Validation prc-auc = 0.021644
Epoch 1844
Loss = 6.8381e-03, PNorm = 162.7035, GNorm = 0.2480, lr_0 = 9.0863e-04
Validation prc-auc = 0.022410
Epoch 1845
Validation prc-auc = 0.023078
Epoch 1846
Validation prc-auc = 0.023022
Epoch 1847
Validation prc-auc = 0.022663
Epoch 1848
Validation prc-auc = 0.021984
Epoch 1849
Loss = 5.0184e-02, PNorm = 162.9238, GNorm = 1.4867, lr_0 = 9.0839e-04
Validation prc-auc = 0.021582
Epoch 1850
Validation prc-auc = 0.021214
Epoch 1851
Validation prc-auc = 0.020693
Epoch 1852
Validation prc-auc = 0.021259
Epoch 1853
Loss = 4.8841e-02, PNorm = 163.1835, GNorm = 1.4375, lr_0 = 9.0818e-04
Loss = 1.9926e-01, PNorm = 163.2060, GNorm = 5.1934, lr_0 = 9.0817e-04
Validation prc-auc = 0.022347
Epoch 1854
Validation prc-auc = 0.023289
Epoch 1855
Validation prc-auc = 0.024306
Epoch 1856
Validation prc-auc = 0.024685
Epoch 1857
Validation prc-auc = 0.024867
Epoch 1858
Loss = 3.5876e-02, PNorm = 163.5501, GNorm = 0.9432, lr_0 = 9.0794e-04
Validation prc-auc = 0.025010
Epoch 1859
Validation prc-auc = 0.024980
Epoch 1860
Validation prc-auc = 0.025181
Epoch 1861
Validation prc-auc = 0.025275
Epoch 1862
Validation prc-auc = 0.025188
Epoch 1863
Loss = 1.1399e-02, PNorm = 163.7620, GNorm = 0.5922, lr_0 = 9.0772e-04
Validation prc-auc = 0.024810
Epoch 1864
Validation prc-auc = 0.024322
Epoch 1865
Validation prc-auc = 0.023674
Epoch 1866
Validation prc-auc = 0.023555
Epoch 1867
Loss = 1.3513e-02, PNorm = 163.8996, GNorm = 0.0669, lr_0 = 9.0751e-04
Loss = 6.5932e-03, PNorm = 163.9095, GNorm = 0.1866, lr_0 = 9.0749e-04
Validation prc-auc = 0.023651
Epoch 1868
Validation prc-auc = 0.023516
Epoch 1869
Validation prc-auc = 0.023550
Epoch 1870
Validation prc-auc = 0.024083
Epoch 1871
Validation prc-auc = 0.024939
Epoch 1872
Loss = 8.1711e-03, PNorm = 164.0218, GNorm = 0.4416, lr_0 = 9.0727e-04
Loss = 6.2970e-04, PNorm = 164.0286, GNorm = 0.0315, lr_0 = 9.0725e-04
Validation prc-auc = 0.025408
Epoch 1873
Validation prc-auc = 0.025545
Epoch 1874
Validation prc-auc = 0.025606
Epoch 1875
Validation prc-auc = 0.025586
Epoch 1876
Validation prc-auc = 0.025443
Epoch 1877
Loss = 1.0109e-01, PNorm = 164.0957, GNorm = 1.7385, lr_0 = 9.0704e-04
Validation prc-auc = 0.025453
Epoch 1878
Validation prc-auc = 0.025531
Epoch 1879
Validation prc-auc = 0.025967
Epoch 1880
Validation prc-auc = 0.026092
Epoch 1881
Validation prc-auc = 0.026284
Epoch 1882
Loss = 4.7621e-02, PNorm = 164.1736, GNorm = 2.4088, lr_0 = 9.0680e-04
Validation prc-auc = 0.026358
Epoch 1883
Validation prc-auc = 0.026687
Epoch 1884
Validation prc-auc = 0.026518
Epoch 1885
Validation prc-auc = 0.026374
Epoch 1886
Loss = 4.9272e-04, PNorm = 164.2316, GNorm = 0.0212, lr_0 = 9.0659e-04
Loss = 3.5197e-03, PNorm = 164.2355, GNorm = 0.1445, lr_0 = 9.0657e-04
Validation prc-auc = 0.026263
Epoch 1887
Validation prc-auc = 0.026264
Epoch 1888
Validation prc-auc = 0.025984
Epoch 1889
Validation prc-auc = 0.025274
Epoch 1890
Validation prc-auc = 0.025313
Epoch 1891
Loss = 6.4984e-02, PNorm = 164.3749, GNorm = 0.4867, lr_0 = 9.0635e-04
Validation prc-auc = 0.025103
Epoch 1892
Validation prc-auc = 0.025169
Epoch 1893
Validation prc-auc = 0.024572
Epoch 1894
Validation prc-auc = 0.024859
Epoch 1895
Validation prc-auc = 0.025305
Epoch 1896
Loss = 2.6732e-02, PNorm = 164.5405, GNorm = 0.6306, lr_0 = 9.0612e-04
Validation prc-auc = 0.025607
Epoch 1897
Validation prc-auc = 0.025879
Epoch 1898
Validation prc-auc = 0.025994
Epoch 1899
Validation prc-auc = 0.025744
Epoch 1900
Loss = 2.9848e-02, PNorm = 164.6348, GNorm = 0.7234, lr_0 = 9.0592e-04
Loss = 8.2095e-05, PNorm = 164.6401, GNorm = 0.0051, lr_0 = 9.0590e-04
Validation prc-auc = 0.025795
Epoch 1901
Validation prc-auc = 0.025712
Epoch 1902
Validation prc-auc = 0.025548
Epoch 1903
Validation prc-auc = 0.025554
Epoch 1904
Validation prc-auc = 0.025497
Epoch 1905
Loss = 4.6017e-02, PNorm = 164.6993, GNorm = 1.1094, lr_0 = 9.0567e-04
Loss = 4.1836e-03, PNorm = 164.7025, GNorm = 0.1366, lr_0 = 9.0566e-04
Validation prc-auc = 0.025697
Epoch 1906
Validation prc-auc = 0.025946
Epoch 1907
Validation prc-auc = 0.026360
Epoch 1908
Validation prc-auc = 0.026506
Epoch 1909
Validation prc-auc = 0.026412
Epoch 1910
Loss = 1.8401e-03, PNorm = 164.7688, GNorm = 0.0552, lr_0 = 9.0545e-04
Validation prc-auc = 0.026486
Epoch 1911
Validation prc-auc = 0.026681
Epoch 1912
Validation prc-auc = 0.026680
Epoch 1913
Validation prc-auc = 0.027191
Epoch 1914
Validation prc-auc = 0.027056
Epoch 1915
Loss = 9.4817e-04, PNorm = 164.8402, GNorm = 0.0289, lr_0 = 9.0521e-04
Validation prc-auc = 0.026699
Epoch 1916
Validation prc-auc = 0.026724
Epoch 1917
Validation prc-auc = 0.026997
Epoch 1918
Validation prc-auc = 0.028193
Epoch 1919
Loss = 2.1597e-03, PNorm = 164.8997, GNorm = 0.0199, lr_0 = 9.0500e-04
Loss = 8.6197e-05, PNorm = 164.9043, GNorm = 0.0049, lr_0 = 9.0498e-04
Validation prc-auc = 0.028467
Epoch 1920
Validation prc-auc = 0.029024
Epoch 1921
Validation prc-auc = 0.029231
Epoch 1922
Validation prc-auc = 0.029306
Epoch 1923
Validation prc-auc = 0.028824
Epoch 1924
Loss = 9.4621e-03, PNorm = 164.9708, GNorm = 0.8049, lr_0 = 9.0476e-04
Validation prc-auc = 0.028563
Epoch 1925
Validation prc-auc = 0.028522
Epoch 1926
Validation prc-auc = 0.028224
Epoch 1927
Validation prc-auc = 0.028206
Epoch 1928
Validation prc-auc = 0.027939
Epoch 1929
Loss = 2.0344e-03, PNorm = 165.0506, GNorm = 0.0663, lr_0 = 9.0454e-04
Validation prc-auc = 0.027599
Epoch 1930
Validation prc-auc = 0.027520
Epoch 1931
Validation prc-auc = 0.027314
Epoch 1932
Validation prc-auc = 0.027227
Epoch 1933
Loss = 1.2606e-03, PNorm = 165.1115, GNorm = 0.0283, lr_0 = 9.0431e-04
Validation prc-auc = 0.027058
Epoch 1934
Validation prc-auc = 0.026982
Epoch 1935
Validation prc-auc = 0.026983
Epoch 1936
Validation prc-auc = 0.026984
Epoch 1937
Validation prc-auc = 0.026829
Epoch 1938
Loss = 4.0924e-04, PNorm = 165.1456, GNorm = 0.0140, lr_0 = 9.0409e-04
Loss = 2.1689e-03, PNorm = 165.1476, GNorm = 0.1486, lr_0 = 9.0407e-04
Validation prc-auc = 0.026813
Epoch 1939
Validation prc-auc = 0.026667
Epoch 1940
Validation prc-auc = 0.026570
Epoch 1941
Validation prc-auc = 0.026874
Epoch 1942
Validation prc-auc = 0.027004
Epoch 1943
Loss = 1.7285e-04, PNorm = 165.1688, GNorm = 0.0076, lr_0 = 9.0386e-04
Validation prc-auc = 0.027162
Epoch 1944
Validation prc-auc = 0.027759
Epoch 1945
Validation prc-auc = 0.027967
Epoch 1946
Validation prc-auc = 0.027949
Epoch 1947
Validation prc-auc = 0.027757
Epoch 1948
Loss = 3.6495e-03, PNorm = 165.2113, GNorm = 0.2088, lr_0 = 9.0362e-04
Validation prc-auc = 0.027538
Epoch 1949
Validation prc-auc = 0.027429
Epoch 1950
Validation prc-auc = 0.027335
Epoch 1951
Validation prc-auc = 0.027387
Epoch 1952
Loss = 8.9292e-03, PNorm = 165.2608, GNorm = 0.0285, lr_0 = 9.0341e-04
Loss = 1.3908e-06, PNorm = 165.2650, GNorm = 0.0001, lr_0 = 9.0340e-04
Validation prc-auc = 0.027131
Epoch 1953
Validation prc-auc = 0.026834
Epoch 1954
Validation prc-auc = 0.026530
Epoch 1955
Validation prc-auc = 0.026494
Epoch 1956
Validation prc-auc = 0.026341
Epoch 1957
Loss = 2.0033e-02, PNorm = 165.3178, GNorm = 1.4136, lr_0 = 9.0317e-04
Loss = 9.8244e-05, PNorm = 165.3218, GNorm = 0.0061, lr_0 = 9.0316e-04
Validation prc-auc = 0.026560
Epoch 1958
Validation prc-auc = 0.026592
Epoch 1959
Validation prc-auc = 0.026634
Epoch 1960
Validation prc-auc = 0.026801
Epoch 1961
Validation prc-auc = 0.026802
Epoch 1962
Loss = 5.1176e-04, PNorm = 165.3792, GNorm = 0.0182, lr_0 = 9.0295e-04
Validation prc-auc = 0.026830
Epoch 1963
Validation prc-auc = 0.026793
Epoch 1964
Validation prc-auc = 0.026957
Epoch 1965
Validation prc-auc = 0.026901
Epoch 1966
Loss = 6.9269e-03, PNorm = 165.4144, GNorm = 0.0298, lr_0 = 9.0273e-04
Validation prc-auc = 0.026662
Epoch 1967
Validation prc-auc = 0.026222
Epoch 1968
Validation prc-auc = 0.025909
Epoch 1969
Validation prc-auc = 0.025721
Epoch 1970
Validation prc-auc = 0.026400
Epoch 1971
Loss = 1.7311e-03, PNorm = 165.4543, GNorm = 0.0065, lr_0 = 9.0250e-04
Loss = 2.8112e-05, PNorm = 165.4578, GNorm = 0.0018, lr_0 = 9.0249e-04
Validation prc-auc = 0.026640
Epoch 1972
Validation prc-auc = 0.026977
Epoch 1973
Validation prc-auc = 0.026995
Epoch 1974
Validation prc-auc = 0.026875
Epoch 1975
Validation prc-auc = 0.026851
Epoch 1976
Loss = 3.5400e-04, PNorm = 165.5005, GNorm = 0.0294, lr_0 = 9.0228e-04
Validation prc-auc = 0.026565
Epoch 1977
Validation prc-auc = 0.025985
Epoch 1978
Validation prc-auc = 0.025622
Epoch 1979
Validation prc-auc = 0.025427
Epoch 1980
Validation prc-auc = 0.025240
Epoch 1981
Loss = 4.6993e-02, PNorm = 165.5379, GNorm = 1.5490, lr_0 = 9.0204e-04
Validation prc-auc = 0.025349
Epoch 1982
Validation prc-auc = 0.025472
Epoch 1983
Validation prc-auc = 0.025390
Epoch 1984
Validation prc-auc = 0.025408
Epoch 1985
Loss = 3.6612e-03, PNorm = 165.5857, GNorm = 0.3025, lr_0 = 9.0183e-04
Loss = 2.1583e-04, PNorm = 165.5891, GNorm = 0.0142, lr_0 = 9.0181e-04
Validation prc-auc = 0.025368
Epoch 1986
Validation prc-auc = 0.025305
Epoch 1987
Validation prc-auc = 0.025263
Epoch 1988
Validation prc-auc = 0.025222
Epoch 1989
Validation prc-auc = 0.025183
Epoch 1990
Loss = 2.4760e-03, PNorm = 165.6293, GNorm = 0.1162, lr_0 = 9.0159e-04
Loss = 2.1991e-04, PNorm = 165.6319, GNorm = 0.0125, lr_0 = 9.0157e-04
Validation prc-auc = 0.025212
Epoch 1991
Validation prc-auc = 0.025164
Epoch 1992
Validation prc-auc = 0.025352
Epoch 1993
Validation prc-auc = 0.025526
Epoch 1994
Validation prc-auc = 0.025678
Epoch 1995
Loss = 1.0869e-03, PNorm = 165.6622, GNorm = 0.0919, lr_0 = 9.0137e-04
Validation prc-auc = 0.025845
Epoch 1996
Validation prc-auc = 0.025778
Epoch 1997
Validation prc-auc = 0.025728
Epoch 1998
Validation prc-auc = 0.025779
Epoch 1999
Loss = 1.2745e-03, PNorm = 165.6790, GNorm = 0.0006, lr_0 = 9.0114e-04
Validation prc-auc = 0.025803
Model 0 best validation prc-auc = 0.049703 on epoch 692
Loading pretrained parameter "encoder.encoder.0.cached_zero_vector".
Loading pretrained parameter "encoder.encoder.0.W_i.weight".
Loading pretrained parameter "encoder.encoder.0.W_h.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.bias".
Loading pretrained parameter "ffn.1.weight".
Loading pretrained parameter "ffn.1.bias".
Loading pretrained parameter "ffn.4.weight".
Loading pretrained parameter "ffn.4.bias".
Loading pretrained parameter "ffn.7.weight".
Loading pretrained parameter "ffn.7.bias".
Moving model to cuda
Model 0 test prc-auc = 0.026714
Ensemble test prc-auc = 0.026714
Fold 7
Splitting data with seed 7
Class sizes
sars_cov_two_active 0: 98.39%, 1: 1.61%
Total size = 3,291 | train size = 3,291 | val size = 1,093 | test size = 1,084
With class_balance, effective train size = 106
Building model 0
MoleculeModel(
  (sigmoid): Sigmoid()
  (encoder): MPN(
    (encoder): ModuleList(
      (0): MPNEncoder(
        (dropout_layer): Dropout(p=0.30000000000000004, inplace=False)
        (act_func): ReLU()
        (W_i): Linear(in_features=147, out_features=2000, bias=False)
        (W_h): Linear(in_features=2000, out_features=2000, bias=False)
        (W_o): Linear(in_features=2133, out_features=2000, bias=True)
      )
    )
  )
  (ffn): Sequential(
    (0): Dropout(p=0.30000000000000004, inplace=False)
    (1): Linear(in_features=2000, out_features=2000, bias=True)
    (2): ReLU()
    (3): Dropout(p=0.30000000000000004, inplace=False)
    (4): Linear(in_features=2000, out_features=2000, bias=True)
    (5): ReLU()
    (6): Dropout(p=0.30000000000000004, inplace=False)
    (7): Linear(in_features=2000, out_features=1, bias=True)
  )
)
Number of parameters = 16,568,001
Moving model to cuda
Epoch 0
Validation prc-auc = 0.026636
Epoch 1
Validation prc-auc = 0.035123
Epoch 2
Validation prc-auc = 0.031417
Epoch 3
Validation prc-auc = 0.014369
Epoch 4
Loss = 7.2565e-01, PNorm = 91.3503, GNorm = 3.3365, lr_0 = 2.0385e-04
Loss = 6.8769e-01, PNorm = 91.3533, GNorm = 7.0831, lr_0 = 2.1077e-04
Validation prc-auc = 0.028908
Epoch 5
Validation prc-auc = 0.011813
Epoch 6
Validation prc-auc = 0.032402
Epoch 7
Validation prc-auc = 0.019722
Epoch 8
Validation prc-auc = 0.032217
Epoch 9
Loss = 7.1604e-01, PNorm = 91.4024, GNorm = 1.9360, lr_0 = 3.0077e-04
Validation prc-auc = 0.015806
Epoch 10
Validation prc-auc = 0.030329
Epoch 11
Validation prc-auc = 0.028346
Epoch 12
Validation prc-auc = 0.027943
Epoch 13
Validation prc-auc = 0.029471
Epoch 14
Loss = 7.3335e-01, PNorm = 91.4773, GNorm = 1.4178, lr_0 = 4.0462e-04
Validation prc-auc = 0.017127
Epoch 15
Validation prc-auc = 0.029778
Epoch 16
Validation prc-auc = 0.019802
Epoch 17
Validation prc-auc = 0.021334
Epoch 18
Loss = 6.9521e-01, PNorm = 91.5505, GNorm = 0.9672, lr_0 = 4.9462e-04
Loss = 7.2275e-01, PNorm = 91.5566, GNorm = 2.7157, lr_0 = 5.0154e-04
Validation prc-auc = 0.022704
Epoch 19
Validation prc-auc = 0.021135
Epoch 20
Validation prc-auc = 0.022919
Epoch 21
Validation prc-auc = 0.022047
Epoch 22
Validation prc-auc = 0.023532
Epoch 23
Loss = 6.8443e-01, PNorm = 91.6587, GNorm = 0.9403, lr_0 = 5.9846e-04
Loss = 5.8613e-01, PNorm = 91.6673, GNorm = 2.3197, lr_0 = 6.0538e-04
Validation prc-auc = 0.022350
Epoch 24
Validation prc-auc = 0.022316
Epoch 25
Validation prc-auc = 0.021414
Epoch 26
Validation prc-auc = 0.020565
Epoch 27
Validation prc-auc = 0.018588
Epoch 28
Loss = 7.1358e-01, PNorm = 91.7951, GNorm = 2.5740, lr_0 = 6.9538e-04
Validation prc-auc = 0.029716
Epoch 29
Validation prc-auc = 0.019594
Epoch 30
Validation prc-auc = 0.020436
Epoch 31
Validation prc-auc = 0.020480
Epoch 32
Validation prc-auc = 0.020289
Epoch 33
Loss = 6.8282e-01, PNorm = 91.9707, GNorm = 0.8928, lr_0 = 7.9923e-04
Validation prc-auc = 0.021279
Epoch 34
Validation prc-auc = 0.022118
Epoch 35
Validation prc-auc = 0.021923
Epoch 36
Validation prc-auc = 0.020584
Epoch 37
Loss = 6.2685e-01, PNorm = 92.1385, GNorm = 0.9555, lr_0 = 8.8923e-04
Loss = 5.8403e-01, PNorm = 92.1512, GNorm = 1.7567, lr_0 = 8.9615e-04
Validation prc-auc = 0.020085
Epoch 38
Validation prc-auc = 0.019117
Epoch 39
Validation prc-auc = 0.019455
Epoch 40
Validation prc-auc = 0.020958
Epoch 41
Validation prc-auc = 0.022591
Epoch 42
Loss = 5.7192e-01, PNorm = 92.3637, GNorm = 0.8743, lr_0 = 9.8615e-04
Validation prc-auc = 0.019583
Epoch 43
Validation prc-auc = 0.019211
Epoch 44
Validation prc-auc = 0.022080
Epoch 45
Validation prc-auc = 0.022263
Epoch 46
Validation prc-auc = 0.022188
Epoch 47
Loss = 6.2943e-01, PNorm = 92.6908, GNorm = 0.5992, lr_0 = 9.9977e-04
Validation prc-auc = 0.021925
Epoch 48
Validation prc-auc = 0.027271
Epoch 49
Validation prc-auc = 0.020961
Epoch 50
Validation prc-auc = 0.024955
Epoch 51
Loss = 6.8719e-01, PNorm = 92.9783, GNorm = 0.7928, lr_0 = 9.9954e-04
Loss = 7.7731e-01, PNorm = 92.9969, GNorm = 2.4440, lr_0 = 9.9952e-04
Validation prc-auc = 0.022236
Epoch 52
Validation prc-auc = 0.021923
Epoch 53
Validation prc-auc = 0.020955
Epoch 54
Validation prc-auc = 0.020877
Epoch 55
Validation prc-auc = 0.020965
Epoch 56
Loss = 5.9354e-01, PNorm = 93.2749, GNorm = 0.8222, lr_0 = 9.9927e-04
Loss = 4.6768e-01, PNorm = 93.2944, GNorm = 1.0302, lr_0 = 9.9926e-04
Validation prc-auc = 0.020865
Epoch 57
Validation prc-auc = 0.021452
Epoch 58
Validation prc-auc = 0.029839
Epoch 59
Validation prc-auc = 0.021614
Epoch 60
Validation prc-auc = 0.024926
Epoch 61
Loss = 7.0691e-01, PNorm = 93.5431, GNorm = 0.9100, lr_0 = 9.9903e-04
Validation prc-auc = 0.023034
Epoch 62
Validation prc-auc = 0.021136
Epoch 63
Validation prc-auc = 0.019779
Epoch 64
Validation prc-auc = 0.017951
Epoch 65
Validation prc-auc = 0.017318
Epoch 66
Loss = 5.2505e-01, PNorm = 93.8515, GNorm = 0.8194, lr_0 = 9.9876e-04
Validation prc-auc = 0.017287
Epoch 67
Validation prc-auc = 0.017876
Epoch 68
Validation prc-auc = 0.019855
Epoch 69
Validation prc-auc = 0.024869
Epoch 70
Loss = 5.6969e-01, PNorm = 94.0534, GNorm = 0.9379, lr_0 = 9.9853e-04
Loss = 5.2675e-01, PNorm = 94.0693, GNorm = 1.1806, lr_0 = 9.9851e-04
Validation prc-auc = 0.027301
Epoch 71
Validation prc-auc = 0.023519
Epoch 72
Validation prc-auc = 0.021660
Epoch 73
Validation prc-auc = 0.021333
Epoch 74
Validation prc-auc = 0.017711
Epoch 75
Loss = 4.4547e-01, PNorm = 94.2935, GNorm = 0.8242, lr_0 = 9.9828e-04
Validation prc-auc = 0.016692
Epoch 76
Validation prc-auc = 0.017634
Epoch 77
Validation prc-auc = 0.019155
Epoch 78
Validation prc-auc = 0.021053
Epoch 79
Validation prc-auc = 0.022784
Epoch 80
Loss = 4.5941e-01, PNorm = 94.6136, GNorm = 0.5942, lr_0 = 9.9802e-04
Validation prc-auc = 0.023070
Epoch 81
Validation prc-auc = 0.021220
Epoch 82
Validation prc-auc = 0.022047
Epoch 83
Validation prc-auc = 0.023286
Epoch 84
Loss = 5.0671e-01, PNorm = 94.9076, GNorm = 0.5787, lr_0 = 9.9779e-04
Loss = 4.1023e-01, PNorm = 94.9353, GNorm = 0.9455, lr_0 = 9.9777e-04
Validation prc-auc = 0.022945
Epoch 85
Validation prc-auc = 0.022709
Epoch 86
Validation prc-auc = 0.022326
Epoch 87
Validation prc-auc = 0.020353
Epoch 88
Validation prc-auc = 0.019939
Epoch 89
Loss = 4.3729e-01, PNorm = 95.2830, GNorm = 0.7224, lr_0 = 9.9752e-04
Loss = 5.0530e-01, PNorm = 95.3097, GNorm = 1.6942, lr_0 = 9.9750e-04
Validation prc-auc = 0.028349
Epoch 90
Validation prc-auc = 0.029756
Epoch 91
Validation prc-auc = 0.024114
Epoch 92
Validation prc-auc = 0.023602
Epoch 93
Validation prc-auc = 0.020406
Epoch 94
Loss = 4.7252e-01, PNorm = 95.6794, GNorm = 1.3891, lr_0 = 9.9727e-04
Validation prc-auc = 0.023653
Epoch 95
Validation prc-auc = 0.021537
Epoch 96
Validation prc-auc = 0.025631
Epoch 97
Validation prc-auc = 0.021843
Epoch 98
Validation prc-auc = 0.021256
Epoch 99
Loss = 4.7307e-01, PNorm = 96.1691, GNorm = 2.1512, lr_0 = 9.9701e-04
Validation prc-auc = 0.022887
Epoch 100
Validation prc-auc = 0.020396
Epoch 101
Validation prc-auc = 0.020001
Epoch 102
Validation prc-auc = 0.032444
Epoch 103
Loss = 3.8393e-01, PNorm = 96.6363, GNorm = 1.2305, lr_0 = 9.9678e-04
Loss = 4.7131e-01, PNorm = 96.6765, GNorm = 3.1103, lr_0 = 9.9676e-04
Validation prc-auc = 0.023640
Epoch 104
Validation prc-auc = 0.023054
Epoch 105
Validation prc-auc = 0.023571
Epoch 106
Validation prc-auc = 0.024894
Epoch 107
Validation prc-auc = 0.027191
Epoch 108
Loss = 3.3100e-01, PNorm = 97.2479, GNorm = 2.3653, lr_0 = 9.9651e-04
Validation prc-auc = 0.023860
Epoch 109
Validation prc-auc = 0.025353
Epoch 110
Validation prc-auc = 0.020040
Epoch 111
Validation prc-auc = 0.021256
Epoch 112
Validation prc-auc = 0.020900
Epoch 113
Loss = 2.5816e-01, PNorm = 97.7513, GNorm = 3.9292, lr_0 = 9.9627e-04
Validation prc-auc = 0.018889
Epoch 114
Validation prc-auc = 0.022670
Epoch 115
Validation prc-auc = 0.027505
Epoch 116
Validation prc-auc = 0.025782
Epoch 117
Loss = 3.3493e-01, PNorm = 98.2584, GNorm = 1.8722, lr_0 = 9.9604e-04
Loss = 3.0443e-01, PNorm = 98.2978, GNorm = 4.9976, lr_0 = 9.9602e-04
Validation prc-auc = 0.023124
Epoch 118
Validation prc-auc = 0.020008
Epoch 119
Validation prc-auc = 0.023536
Epoch 120
Validation prc-auc = 0.025048
Epoch 121
Validation prc-auc = 0.021793
Epoch 122
Loss = 2.3271e-01, PNorm = 98.8731, GNorm = 0.9527, lr_0 = 9.9577e-04
Loss = 3.2138e-01, PNorm = 98.9133, GNorm = 1.5760, lr_0 = 9.9575e-04
Validation prc-auc = 0.019365
Epoch 123
Validation prc-auc = 0.022282
Epoch 124
Validation prc-auc = 0.017521
Epoch 125
Validation prc-auc = 0.018282
Epoch 126
Validation prc-auc = 0.019780
Epoch 127
Loss = 3.3793e-01, PNorm = 99.3594, GNorm = 3.5766, lr_0 = 9.9552e-04
Validation prc-auc = 0.021461
Epoch 128
Validation prc-auc = 0.023484
Epoch 129
Validation prc-auc = 0.021111
Epoch 130
Validation prc-auc = 0.020300
Epoch 131
Validation prc-auc = 0.021008
Epoch 132
Loss = 4.8065e-01, PNorm = 99.8183, GNorm = 3.6154, lr_0 = 9.9526e-04
Validation prc-auc = 0.020456
Epoch 133
Validation prc-auc = 0.018181
Epoch 134
Validation prc-auc = 0.018861
Epoch 135
Validation prc-auc = 0.020363
Epoch 136
Loss = 2.6789e-01, PNorm = 100.2003, GNorm = 1.7468, lr_0 = 9.9503e-04
Loss = 4.0166e-01, PNorm = 100.2291, GNorm = 5.0089, lr_0 = 9.9501e-04
Validation prc-auc = 0.021411
Epoch 137
Validation prc-auc = 0.018730
Epoch 138
Validation prc-auc = 0.018609
Epoch 139
Validation prc-auc = 0.017343
Epoch 140
Validation prc-auc = 0.019172
Epoch 141
Loss = 1.9147e-01, PNorm = 100.7363, GNorm = 2.5537, lr_0 = 9.9477e-04
Validation prc-auc = 0.018295
Epoch 142
Validation prc-auc = 0.017880
Epoch 143
Validation prc-auc = 0.019429
Epoch 144
Validation prc-auc = 0.020133
Epoch 145
Validation prc-auc = 0.020845
Epoch 146
Loss = 3.8667e-01, PNorm = 101.2195, GNorm = 5.2130, lr_0 = 9.9452e-04
Validation prc-auc = 0.020945
Epoch 147
Validation prc-auc = 0.020091
Epoch 148
Validation prc-auc = 0.020668
Epoch 149
Validation prc-auc = 0.022901
Epoch 150
Loss = 3.9484e-01, PNorm = 101.6825, GNorm = 1.9010, lr_0 = 9.9429e-04
Loss = 2.9221e-01, PNorm = 101.7167, GNorm = 1.8157, lr_0 = 9.9427e-04
Validation prc-auc = 0.022796
Epoch 151
Validation prc-auc = 0.021730
Epoch 152
Validation prc-auc = 0.022061
Epoch 153
Validation prc-auc = 0.024042
Epoch 154
Validation prc-auc = 0.019995
Epoch 155
Loss = 5.8921e-01, PNorm = 102.1377, GNorm = 4.7929, lr_0 = 9.9403e-04
Loss = 6.3644e-01, PNorm = 102.1715, GNorm = 3.9058, lr_0 = 9.9401e-04
Validation prc-auc = 0.015595
Epoch 156
Validation prc-auc = 0.016371
Epoch 157
Validation prc-auc = 0.018435
Epoch 158
Validation prc-auc = 0.019460
Epoch 159
Validation prc-auc = 0.020747
Epoch 160
Loss = 4.3403e-01, PNorm = 102.6972, GNorm = 0.6806, lr_0 = 9.9378e-04
Validation prc-auc = 0.021823
Epoch 161
Validation prc-auc = 0.022928
Epoch 162
Validation prc-auc = 0.024405
Epoch 163
Validation prc-auc = 0.023148
Epoch 164
Validation prc-auc = 0.023295
Epoch 165
Loss = 2.2872e-01, PNorm = 103.1419, GNorm = 0.8950, lr_0 = 9.9351e-04
Validation prc-auc = 0.023003
Epoch 166
Validation prc-auc = 0.021662
Epoch 167
Validation prc-auc = 0.022094
Epoch 168
Validation prc-auc = 0.020977
Epoch 169
Loss = 1.8153e-01, PNorm = 103.4759, GNorm = 1.2380, lr_0 = 9.9329e-04
Loss = 7.6639e-02, PNorm = 103.4990, GNorm = 2.2154, lr_0 = 9.9327e-04
Validation prc-auc = 0.020598
Epoch 170
Validation prc-auc = 0.021616
Epoch 171
Validation prc-auc = 0.020951
Epoch 172
Validation prc-auc = 0.021019
Epoch 173
Validation prc-auc = 0.021240
Epoch 174
Loss = 1.3119e-01, PNorm = 103.7596, GNorm = 1.7970, lr_0 = 9.9302e-04
Validation prc-auc = 0.021028
Epoch 175
Validation prc-auc = 0.021294
Epoch 176
Validation prc-auc = 0.021061
Epoch 177
Validation prc-auc = 0.021758
Epoch 178
Validation prc-auc = 0.019230
Epoch 179
Loss = 3.8910e-01, PNorm = 104.0541, GNorm = 2.6817, lr_0 = 9.9277e-04
Validation prc-auc = 0.018754
Epoch 180
Validation prc-auc = 0.019615
Epoch 181
Validation prc-auc = 0.019548
Epoch 182
Validation prc-auc = 0.019932
Epoch 183
Loss = 1.2018e-01, PNorm = 104.4564, GNorm = 0.5774, lr_0 = 9.9253e-04
Validation prc-auc = 0.020112
Epoch 184
Validation prc-auc = 0.021232
Epoch 185
Validation prc-auc = 0.023448
Epoch 186
Validation prc-auc = 0.026165
Epoch 187
Validation prc-auc = 0.029084
Epoch 188
Loss = 1.3766e-01, PNorm = 104.7900, GNorm = 1.8174, lr_0 = 9.9228e-04
Loss = 9.0795e-03, PNorm = 104.8202, GNorm = 0.1597, lr_0 = 9.9226e-04
Validation prc-auc = 0.025074
Epoch 189
Validation prc-auc = 0.022960
Epoch 190
Validation prc-auc = 0.022881
Epoch 191
Validation prc-auc = 0.022727
Epoch 192
Validation prc-auc = 0.022045
Epoch 193
Loss = 1.1626e-01, PNorm = 105.2024, GNorm = 1.1731, lr_0 = 9.9204e-04
Validation prc-auc = 0.022612
Epoch 194
Validation prc-auc = 0.022566
Epoch 195
Validation prc-auc = 0.020802
Epoch 196
Validation prc-auc = 0.021820
Epoch 197
Validation prc-auc = 0.023389
Epoch 198
Loss = 2.8160e-01, PNorm = 105.5817, GNorm = 2.2259, lr_0 = 9.9177e-04
Validation prc-auc = 0.025534
Epoch 199
Validation prc-auc = 0.027339
Epoch 200
Validation prc-auc = 0.026986
Epoch 201
Validation prc-auc = 0.024227
Epoch 202
Loss = 1.4700e-01, PNorm = 105.8861, GNorm = 1.3372, lr_0 = 9.9154e-04
Loss = 2.9189e-02, PNorm = 105.9065, GNorm = 0.6630, lr_0 = 9.9153e-04
Validation prc-auc = 0.022473
Epoch 203
Validation prc-auc = 0.021823
Epoch 204
Validation prc-auc = 0.020802
Epoch 205
Validation prc-auc = 0.020273
Epoch 206
Validation prc-auc = 0.021230
Epoch 207
Loss = 2.8883e-01, PNorm = 106.1704, GNorm = 7.6045, lr_0 = 9.9128e-04
Loss = 9.5720e-02, PNorm = 106.1916, GNorm = 2.0682, lr_0 = 9.9126e-04
Validation prc-auc = 0.021087
Epoch 208
Validation prc-auc = 0.021728
Epoch 209
Validation prc-auc = 0.022305
Epoch 210
Validation prc-auc = 0.022926
Epoch 211
Validation prc-auc = 0.025064
Epoch 212
Loss = 1.9381e-01, PNorm = 106.4419, GNorm = 1.2785, lr_0 = 9.9103e-04
Validation prc-auc = 0.025244
Epoch 213
Validation prc-auc = 0.024164
Epoch 214
Validation prc-auc = 0.023292
Epoch 215
Validation prc-auc = 0.023494
Epoch 216
Loss = 1.7394e-01, PNorm = 106.8537, GNorm = 2.8977, lr_0 = 9.9079e-04
Validation prc-auc = 0.024534
Epoch 217
Validation prc-auc = 0.026252
Epoch 218
Validation prc-auc = 0.024194
Epoch 219
Validation prc-auc = 0.023174
Epoch 220
Validation prc-auc = 0.022600
Epoch 221
Loss = 1.3808e-01, PNorm = 107.1804, GNorm = 1.0885, lr_0 = 9.9054e-04
Loss = 1.6108e-01, PNorm = 107.2013, GNorm = 2.5271, lr_0 = 9.9052e-04
Validation prc-auc = 0.022574
Epoch 222
Validation prc-auc = 0.023799
Epoch 223
Validation prc-auc = 0.024485
Epoch 224
Validation prc-auc = 0.024766
Epoch 225
Validation prc-auc = 0.024947
Epoch 226
Loss = 2.3147e-01, PNorm = 107.4796, GNorm = 3.1279, lr_0 = 9.9030e-04
Validation prc-auc = 0.024708
Epoch 227
Validation prc-auc = 0.023580
Epoch 228
Validation prc-auc = 0.023877
Epoch 229
Validation prc-auc = 0.024260
Epoch 230
Validation prc-auc = 0.022787
Epoch 231
Loss = 1.0082e-01, PNorm = 107.7488, GNorm = 0.6021, lr_0 = 9.9003e-04
Validation prc-auc = 0.022034
Epoch 232
Validation prc-auc = 0.021249
Epoch 233
Validation prc-auc = 0.021275
Epoch 234
Validation prc-auc = 0.021324
Epoch 235
Loss = 1.1399e-01, PNorm = 107.9903, GNorm = 1.5776, lr_0 = 9.8980e-04
Loss = 6.4457e-02, PNorm = 108.0077, GNorm = 2.0467, lr_0 = 9.8979e-04
Validation prc-auc = 0.018624
Epoch 236
Validation prc-auc = 0.018066
Epoch 237
Validation prc-auc = 0.017980
Epoch 238
Validation prc-auc = 0.018414
Epoch 239
Validation prc-auc = 0.018982
Epoch 240
Loss = 5.8129e-02, PNorm = 108.2247, GNorm = 0.6125, lr_0 = 9.8954e-04
Loss = 4.7768e-02, PNorm = 108.2393, GNorm = 1.2896, lr_0 = 9.8952e-04
Validation prc-auc = 0.019368
Epoch 241
Validation prc-auc = 0.020293
Epoch 242
Validation prc-auc = 0.021383
Epoch 243
Validation prc-auc = 0.021871
Epoch 244
Validation prc-auc = 0.021267
Epoch 245
Loss = 1.1124e-01, PNorm = 108.3991, GNorm = 1.1369, lr_0 = 9.8930e-04
Validation prc-auc = 0.020295
Epoch 246
Validation prc-auc = 0.019924
Epoch 247
Validation prc-auc = 0.020081
Epoch 248
Validation prc-auc = 0.020240
Epoch 249
Loss = 1.1562e-01, PNorm = 108.5176, GNorm = 0.1865, lr_0 = 9.8905e-04
Validation prc-auc = 0.019395
Epoch 250
Validation prc-auc = 0.020533
Epoch 251
Validation prc-auc = 0.021461
Epoch 252
Validation prc-auc = 0.022115
Epoch 253
Validation prc-auc = 0.023007
Epoch 254
Loss = 5.7330e-02, PNorm = 108.6026, GNorm = 1.3942, lr_0 = 9.8880e-04
Loss = 1.6945e-02, PNorm = 108.6103, GNorm = 0.7197, lr_0 = 9.8879e-04
Validation prc-auc = 0.023543
Epoch 255
Validation prc-auc = 0.024130
Epoch 256
Validation prc-auc = 0.024391
Epoch 257
Validation prc-auc = 0.024246
Epoch 258
Validation prc-auc = 0.024314
Epoch 259
Loss = 8.2109e-02, PNorm = 108.7014, GNorm = 1.2133, lr_0 = 9.8856e-04
Validation prc-auc = 0.024482
Epoch 260
Validation prc-auc = 0.023802
Epoch 261
Validation prc-auc = 0.022878
Epoch 262
Validation prc-auc = 0.024346
Epoch 263
Validation prc-auc = 0.025741
Epoch 264
Loss = 8.5335e-02, PNorm = 108.8767, GNorm = 1.7409, lr_0 = 9.8830e-04
Validation prc-auc = 0.027250
Epoch 265
Validation prc-auc = 0.028417
Epoch 266
Validation prc-auc = 0.027756
Epoch 267
Validation prc-auc = 0.026300
Epoch 268
Loss = 1.4606e-01, PNorm = 109.2144, GNorm = 1.5524, lr_0 = 9.8807e-04
Loss = 3.1194e-02, PNorm = 109.2418, GNorm = 0.5133, lr_0 = 9.8805e-04
Validation prc-auc = 0.025832
Epoch 269
Validation prc-auc = 0.025078
Epoch 270
Validation prc-auc = 0.025247
Epoch 271
Validation prc-auc = 0.023243
Epoch 272
Validation prc-auc = 0.025608
Epoch 273
Loss = 9.6671e-02, PNorm = 109.5427, GNorm = 0.9277, lr_0 = 9.8781e-04
Loss = 2.1257e-02, PNorm = 109.5635, GNorm = 0.3444, lr_0 = 9.8779e-04
Validation prc-auc = 0.029111
Epoch 274
Validation prc-auc = 0.031182
Epoch 275
Validation prc-auc = 0.031684
Epoch 276
Validation prc-auc = 0.028038
Epoch 277
Validation prc-auc = 0.023446
Epoch 278
Loss = 3.8609e-01, PNorm = 109.8167, GNorm = 3.8315, lr_0 = 9.8756e-04
Validation prc-auc = 0.022928
Epoch 279
Validation prc-auc = 0.022142
Epoch 280
Validation prc-auc = 0.022233
Epoch 281
Validation prc-auc = 0.022059
Epoch 282
Validation prc-auc = 0.022319
Epoch 283
Loss = 5.7740e-02, PNorm = 110.1347, GNorm = 1.1552, lr_0 = 9.8730e-04
Validation prc-auc = 0.023541
Epoch 284
Validation prc-auc = 0.022804
Epoch 285
Validation prc-auc = 0.022846
Epoch 286
Validation prc-auc = 0.024081
Epoch 287
Loss = 1.4306e-01, PNorm = 110.3579, GNorm = 0.8198, lr_0 = 9.8707e-04
Loss = 7.0027e-03, PNorm = 110.3706, GNorm = 0.3278, lr_0 = 9.8705e-04
Validation prc-auc = 0.024876
Epoch 288
Validation prc-auc = 0.026508
Epoch 289
Validation prc-auc = 0.028605
Epoch 290
Validation prc-auc = 0.029497
Epoch 291
Validation prc-auc = 0.029799
Epoch 292
Loss = 1.6653e-02, PNorm = 110.5328, GNorm = 0.5754, lr_0 = 9.8683e-04
Validation prc-auc = 0.029565
Epoch 293
Validation prc-auc = 0.028977
Epoch 294
Validation prc-auc = 0.030265
Epoch 295
Validation prc-auc = 0.028834
Epoch 296
Validation prc-auc = 0.024400
Epoch 297
Loss = 1.9982e-01, PNorm = 110.6999, GNorm = 2.2162, lr_0 = 9.8656e-04
Validation prc-auc = 0.023058
Epoch 298
Validation prc-auc = 0.024387
Epoch 299
Validation prc-auc = 0.025101
Epoch 300
Validation prc-auc = 0.028256
Epoch 301
Loss = 1.9437e-01, PNorm = 111.0313, GNorm = 1.2448, lr_0 = 9.8634e-04
Loss = 6.1606e-01, PNorm = 111.0706, GNorm = 8.2321, lr_0 = 9.8632e-04
Validation prc-auc = 0.026974
Epoch 302
Validation prc-auc = 0.023619
Epoch 303
Validation prc-auc = 0.022474
Epoch 304
Validation prc-auc = 0.022338
Epoch 305
Validation prc-auc = 0.022015
Epoch 306
Loss = 1.4155e-01, PNorm = 111.5881, GNorm = 3.1256, lr_0 = 9.8607e-04
Loss = 4.2382e-02, PNorm = 111.6181, GNorm = 1.1846, lr_0 = 9.8606e-04
Validation prc-auc = 0.021984
Epoch 307
Validation prc-auc = 0.022478
Epoch 308
Validation prc-auc = 0.023013
Epoch 309
Validation prc-auc = 0.023606
Epoch 310
Validation prc-auc = 0.024528
Epoch 311
Loss = 4.3798e-02, PNorm = 111.9344, GNorm = 2.7975, lr_0 = 9.8583e-04
Validation prc-auc = 0.024022
Epoch 312
Validation prc-auc = 0.024754
Epoch 313
Validation prc-auc = 0.025334
Epoch 314
Validation prc-auc = 0.025453
Epoch 315
Validation prc-auc = 0.026281
Epoch 316
Loss = 3.8777e-03, PNorm = 112.1534, GNorm = 0.2505, lr_0 = 9.8557e-04
Validation prc-auc = 0.026011
Epoch 317
Validation prc-auc = 0.024668
Epoch 318
Validation prc-auc = 0.026677
Epoch 319
Validation prc-auc = 0.029570
Epoch 320
Loss = 7.9314e-02, PNorm = 112.4898, GNorm = 1.6767, lr_0 = 9.8534e-04
Loss = 2.4629e-02, PNorm = 112.5260, GNorm = 0.7874, lr_0 = 9.8532e-04
Validation prc-auc = 0.024753
Epoch 321
Validation prc-auc = 0.032971
Epoch 322
Validation prc-auc = 0.032432
Epoch 323
Validation prc-auc = 0.031638
Epoch 324
Validation prc-auc = 0.030925
Epoch 325
Loss = 2.7126e-01, PNorm = 112.9570, GNorm = 2.3215, lr_0 = 9.8509e-04
Validation prc-auc = 0.031568
Epoch 326
Validation prc-auc = 0.030224
Epoch 327
Validation prc-auc = 0.030808
Epoch 328
Validation prc-auc = 0.033461
Epoch 329
Validation prc-auc = 0.033521
Epoch 330
Loss = 1.3907e-01, PNorm = 113.4316, GNorm = 0.8774, lr_0 = 9.8483e-04
Validation prc-auc = 0.031864
Epoch 331
Validation prc-auc = 0.031783
Epoch 332
Validation prc-auc = 0.032534
Epoch 333
Validation prc-auc = 0.029969
Epoch 334
Loss = 7.7967e-02, PNorm = 113.7194, GNorm = 1.2841, lr_0 = 9.8461e-04
Loss = 2.5766e-02, PNorm = 113.7379, GNorm = 0.5351, lr_0 = 9.8459e-04
Validation prc-auc = 0.027785
Epoch 335
Validation prc-auc = 0.026671
Epoch 336
Validation prc-auc = 0.026484
Epoch 337
Validation prc-auc = 0.025604
Epoch 338
Validation prc-auc = 0.024712
Epoch 339
Loss = 7.2996e-03, PNorm = 113.9498, GNorm = 0.0874, lr_0 = 9.8434e-04
Loss = 3.7780e-03, PNorm = 113.9628, GNorm = 0.0873, lr_0 = 9.8433e-04
Validation prc-auc = 0.023940
Epoch 340
Validation prc-auc = 0.023617
Epoch 341
Validation prc-auc = 0.023432
Epoch 342
Validation prc-auc = 0.023494
Epoch 343
Validation prc-auc = 0.023677
Epoch 344
Loss = 7.2681e-03, PNorm = 114.0794, GNorm = 0.2388, lr_0 = 9.8410e-04
Validation prc-auc = 0.023782
Epoch 345
Validation prc-auc = 0.023396
Epoch 346
Validation prc-auc = 0.023592
Epoch 347
Validation prc-auc = 0.023713
Epoch 348
Validation prc-auc = 0.023536
Epoch 349
Loss = 1.9727e-01, PNorm = 114.1903, GNorm = 1.4367, lr_0 = 9.8384e-04
Validation prc-auc = 0.023799
Epoch 350
Validation prc-auc = 0.024058
Epoch 351
Validation prc-auc = 0.024039
Epoch 352
Validation prc-auc = 0.024228
Epoch 353
Loss = 1.9332e-02, PNorm = 114.2517, GNorm = 0.6165, lr_0 = 9.8361e-04
Loss = 2.0148e-04, PNorm = 114.2568, GNorm = 0.0088, lr_0 = 9.8359e-04
Validation prc-auc = 0.023848
Epoch 354
Validation prc-auc = 0.023494
Epoch 355
Validation prc-auc = 0.023845
Epoch 356
Validation prc-auc = 0.024237
Epoch 357
Validation prc-auc = 0.024195
Epoch 358
Loss = 1.0201e-02, PNorm = 114.3270, GNorm = 0.0243, lr_0 = 9.8335e-04
Validation prc-auc = 0.024403
Epoch 359
Validation prc-auc = 0.025039
Epoch 360
Validation prc-auc = 0.025590
Epoch 361
Validation prc-auc = 0.026922
Epoch 362
Validation prc-auc = 0.027462
Epoch 363
Loss = 2.1089e-02, PNorm = 114.4375, GNorm = 1.2331, lr_0 = 9.8311e-04
Validation prc-auc = 0.025747
Epoch 364
Validation prc-auc = 0.024299
Epoch 365
Validation prc-auc = 0.023335
Epoch 366
Validation prc-auc = 0.023082
Epoch 367
Loss = 6.8015e-02, PNorm = 114.6207, GNorm = 3.6736, lr_0 = 9.8288e-04
Loss = 1.5117e-03, PNorm = 114.6319, GNorm = 0.0675, lr_0 = 9.8286e-04
Validation prc-auc = 0.024002
Epoch 368
Validation prc-auc = 0.024452
Epoch 369
Validation prc-auc = 0.024851
Epoch 370
Validation prc-auc = 0.025346
Epoch 371
Validation prc-auc = 0.025774
Epoch 372
Loss = 8.2497e-02, PNorm = 114.8145, GNorm = 1.0182, lr_0 = 9.8262e-04
Loss = 5.3615e-03, PNorm = 114.8332, GNorm = 0.1367, lr_0 = 9.8260e-04
Validation prc-auc = 0.025787
Epoch 373
Validation prc-auc = 0.025247
Epoch 374
Validation prc-auc = 0.024469
Epoch 375
Validation prc-auc = 0.023786
Epoch 376
Validation prc-auc = 0.024167
Epoch 377
Loss = 6.1315e-02, PNorm = 115.0273, GNorm = 3.4053, lr_0 = 9.8237e-04
Validation prc-auc = 0.025830
Epoch 378
Validation prc-auc = 0.027913
Epoch 379
Validation prc-auc = 0.028288
Epoch 380
Validation prc-auc = 0.028179
Epoch 381
Validation prc-auc = 0.027594
Epoch 382
Loss = 3.8045e-02, PNorm = 115.1966, GNorm = 1.6162, lr_0 = 9.8211e-04
Validation prc-auc = 0.026983
Epoch 383
Validation prc-auc = 0.026924
Epoch 384
Validation prc-auc = 0.026245
Epoch 385
Validation prc-auc = 0.025613
Epoch 386
Loss = 1.6846e-01, PNorm = 115.3798, GNorm = 0.7455, lr_0 = 9.8189e-04
Loss = 7.7499e-02, PNorm = 115.4039, GNorm = 2.4133, lr_0 = 9.8187e-04
Validation prc-auc = 0.027537
Epoch 387
Validation prc-auc = 0.028143
Epoch 388
Validation prc-auc = 0.027562
Epoch 389
Validation prc-auc = 0.027197
Epoch 390
Validation prc-auc = 0.025057
Epoch 391
Loss = 1.3620e-01, PNorm = 115.7214, GNorm = 1.6612, lr_0 = 9.8163e-04
Validation prc-auc = 0.023977
Epoch 392
Validation prc-auc = 0.023606
Epoch 393
Validation prc-auc = 0.023899
Epoch 394
Validation prc-auc = 0.023794
Epoch 395
Validation prc-auc = 0.023724
Epoch 396
Loss = 1.3407e-01, PNorm = 115.9815, GNorm = 1.1231, lr_0 = 9.8138e-04
Validation prc-auc = 0.023918
Epoch 397
Validation prc-auc = 0.023810
Epoch 398
Validation prc-auc = 0.022966
Epoch 399
Validation prc-auc = 0.022038
Epoch 400
Loss = 1.6542e-01, PNorm = 116.1548, GNorm = 0.9492, lr_0 = 9.8116e-04
Loss = 4.1145e-01, PNorm = 116.1663, GNorm = 3.5760, lr_0 = 9.8114e-04
Validation prc-auc = 0.023035
Epoch 401
Validation prc-auc = 0.024768
Epoch 402
Validation prc-auc = 0.025121
Epoch 403
Validation prc-auc = 0.026014
Epoch 404
Validation prc-auc = 0.028348
Epoch 405
Loss = 4.3235e-02, PNorm = 116.3715, GNorm = 0.1779, lr_0 = 9.8089e-04
Loss = 3.8451e-02, PNorm = 116.3851, GNorm = 0.6182, lr_0 = 9.8088e-04
Validation prc-auc = 0.029631
Epoch 406
Validation prc-auc = 0.026570
Epoch 407
Validation prc-auc = 0.025270
Epoch 408
Validation prc-auc = 0.025508
Epoch 409
Validation prc-auc = 0.025504
Epoch 410
Loss = 5.5527e-03, PNorm = 116.5486, GNorm = 0.0884, lr_0 = 9.8065e-04
Validation prc-auc = 0.025354
Epoch 411
Validation prc-auc = 0.025746
Epoch 412
Validation prc-auc = 0.027065
Epoch 413
Validation prc-auc = 0.028506
Epoch 414
Validation prc-auc = 0.028932
Epoch 415
Loss = 1.9756e-02, PNorm = 116.7608, GNorm = 0.2810, lr_0 = 9.8039e-04
Validation prc-auc = 0.031509
Epoch 416
Validation prc-auc = 0.032833
Epoch 417
Validation prc-auc = 0.032876
Epoch 418
Validation prc-auc = 0.032016
Epoch 419
Loss = 6.8937e-02, PNorm = 116.9904, GNorm = 1.4395, lr_0 = 9.8016e-04
Loss = 1.8845e-03, PNorm = 117.0077, GNorm = 0.0554, lr_0 = 9.8015e-04
Validation prc-auc = 0.029647
Epoch 420
Validation prc-auc = 0.027403
Epoch 421
Validation prc-auc = 0.025190
Epoch 422
Validation prc-auc = 0.021974
Epoch 423
Validation prc-auc = 0.021901
Epoch 424
Loss = 9.2670e-02, PNorm = 117.2060, GNorm = 1.1869, lr_0 = 9.7990e-04
Validation prc-auc = 0.022421
Epoch 425
Validation prc-auc = 0.022757
Epoch 426
Validation prc-auc = 0.024148
Epoch 427
Validation prc-auc = 0.023583
Epoch 428
Validation prc-auc = 0.023603
Epoch 429
Loss = 2.7178e-01, PNorm = 117.4991, GNorm = 3.1302, lr_0 = 9.7966e-04
Validation prc-auc = 0.023968
Epoch 430
Validation prc-auc = 0.024035
Epoch 431
Validation prc-auc = 0.023355
Epoch 432
Validation prc-auc = 0.024329
Epoch 433
Loss = 5.5130e-02, PNorm = 117.7775, GNorm = 0.4366, lr_0 = 9.7942e-04
Validation prc-auc = 0.025650
Epoch 434
Validation prc-auc = 0.026502
Epoch 435
Validation prc-auc = 0.025992
Epoch 436
Validation prc-auc = 0.024940
Epoch 437
Validation prc-auc = 0.024800
Epoch 438
Loss = 1.2498e-01, PNorm = 117.9926, GNorm = 1.2159, lr_0 = 9.7917e-04
Loss = 1.1989e-01, PNorm = 118.0005, GNorm = 8.5262, lr_0 = 9.7916e-04
Validation prc-auc = 0.025307
Epoch 439
Validation prc-auc = 0.026128
Epoch 440
Validation prc-auc = 0.025922
Epoch 441
Validation prc-auc = 0.025171
Epoch 442
Validation prc-auc = 0.023086
Epoch 443
Loss = 2.3252e-01, PNorm = 118.1705, GNorm = 2.9802, lr_0 = 9.7893e-04
Validation prc-auc = 0.021583
Epoch 444
Validation prc-auc = 0.020912
Epoch 445
Validation prc-auc = 0.021070
Epoch 446
Validation prc-auc = 0.022439
Epoch 447
Validation prc-auc = 0.023788
Epoch 448
Loss = 8.6186e-03, PNorm = 118.3893, GNorm = 0.1482, lr_0 = 9.7867e-04
Validation prc-auc = 0.024292
Epoch 449
Validation prc-auc = 0.023920
Epoch 450
Validation prc-auc = 0.024193
Epoch 451
Validation prc-auc = 0.024356
Epoch 452
Loss = 3.5571e-02, PNorm = 118.5281, GNorm = 1.8061, lr_0 = 9.7845e-04
Loss = 3.9812e-03, PNorm = 118.5366, GNorm = 0.1314, lr_0 = 9.7843e-04
Validation prc-auc = 0.024476
Epoch 453
Validation prc-auc = 0.024085
Epoch 454
Validation prc-auc = 0.023334
Epoch 455
Validation prc-auc = 0.022973
Epoch 456
Validation prc-auc = 0.023127
Epoch 457
Loss = 4.2307e-02, PNorm = 118.6717, GNorm = 0.9915, lr_0 = 9.7819e-04
Loss = 5.5497e-03, PNorm = 118.6820, GNorm = 0.2107, lr_0 = 9.7817e-04
Validation prc-auc = 0.023495
Epoch 458
Validation prc-auc = 0.023699
Epoch 459
Validation prc-auc = 0.024789
Epoch 460
Validation prc-auc = 0.024601
Epoch 461
Validation prc-auc = 0.024925
Epoch 462
Loss = 4.8725e-03, PNorm = 118.8222, GNorm = 0.1604, lr_0 = 9.7794e-04
Validation prc-auc = 0.025625
Epoch 463
Validation prc-auc = 0.023559
Epoch 464
Validation prc-auc = 0.022219
Epoch 465
Validation prc-auc = 0.021817
Epoch 466
Loss = 1.1578e-01, PNorm = 119.3194, GNorm = 4.9600, lr_0 = 9.7770e-04
Validation prc-auc = 0.018542
Epoch 467
Validation prc-auc = 0.019819
Epoch 468
Validation prc-auc = 0.021073
Epoch 469
Validation prc-auc = 0.020777
Epoch 470
Validation prc-auc = 0.020858
Epoch 471
Loss = 7.2596e-02, PNorm = 119.7163, GNorm = 1.4384, lr_0 = 9.7746e-04
Loss = 2.8626e-02, PNorm = 119.7414, GNorm = 0.8072, lr_0 = 9.7744e-04
Validation prc-auc = 0.020709
Epoch 472
Validation prc-auc = 0.021246
Epoch 473
Validation prc-auc = 0.022131
Epoch 474
Validation prc-auc = 0.023065
Epoch 475
Validation prc-auc = 0.023995
Epoch 476
Loss = 1.1575e-02, PNorm = 119.9650, GNorm = 0.3500, lr_0 = 9.7721e-04
Validation prc-auc = 0.024757
Epoch 477
Validation prc-auc = 0.024856
Epoch 478
Validation prc-auc = 0.025164
Epoch 479
Validation prc-auc = 0.026230
Epoch 480
Validation prc-auc = 0.025975
Epoch 481
Loss = 2.2966e-02, PNorm = 120.1827, GNorm = 0.2546, lr_0 = 9.7695e-04
Validation prc-auc = 0.021936
Epoch 482
Validation prc-auc = 0.020908
Epoch 483
Validation prc-auc = 0.018653
Epoch 484
Validation prc-auc = 0.017922
Epoch 485
Loss = 1.5771e-01, PNorm = 120.5812, GNorm = 0.7780, lr_0 = 9.7673e-04
Loss = 5.3289e-01, PNorm = 120.6160, GNorm = 14.9431, lr_0 = 9.7671e-04
Validation prc-auc = 0.020798
Epoch 486
Validation prc-auc = 0.026322
Epoch 487
Validation prc-auc = 0.026299
Epoch 488
Validation prc-auc = 0.025815
Epoch 489
Validation prc-auc = 0.025545
Epoch 490
Loss = 7.5339e-02, PNorm = 121.0967, GNorm = 0.7151, lr_0 = 9.7647e-04
Loss = 9.2986e-03, PNorm = 121.1244, GNorm = 0.1888, lr_0 = 9.7645e-04
Validation prc-auc = 0.025493
Epoch 491
Validation prc-auc = 0.026504
Epoch 492
Validation prc-auc = 0.027141
Epoch 493
Validation prc-auc = 0.027536
Epoch 494
Validation prc-auc = 0.030835
Epoch 495
Loss = 1.1720e-01, PNorm = 121.3980, GNorm = 1.7725, lr_0 = 9.7623e-04
Validation prc-auc = 0.033074
Epoch 496
Validation prc-auc = 0.031434
Epoch 497
Validation prc-auc = 0.027963
Epoch 498
Validation prc-auc = 0.026387
Epoch 499
Loss = 1.5360e-01, PNorm = 121.6224, GNorm = 11.8680, lr_0 = 9.7599e-04
Validation prc-auc = 0.026384
Epoch 500
Validation prc-auc = 0.027926
Epoch 501
Validation prc-auc = 0.030731
Epoch 502
Validation prc-auc = 0.032398
Epoch 503
Validation prc-auc = 0.029594
Epoch 504
Loss = 1.1498e-01, PNorm = 121.8722, GNorm = 0.6857, lr_0 = 9.7574e-04
Loss = 2.5333e-02, PNorm = 121.8884, GNorm = 1.1032, lr_0 = 9.7573e-04
Validation prc-auc = 0.027458
Epoch 505
Validation prc-auc = 0.026634
Epoch 506
Validation prc-auc = 0.026619
Epoch 507
Validation prc-auc = 0.026701
Epoch 508
Validation prc-auc = 0.026929
Epoch 509
Loss = 1.3884e-01, PNorm = 122.0754, GNorm = 1.2168, lr_0 = 9.7550e-04
Validation prc-auc = 0.028584
Epoch 510
Validation prc-auc = 0.028533
Epoch 511
Validation prc-auc = 0.029206
Epoch 512
Validation prc-auc = 0.029751
Epoch 513
Validation prc-auc = 0.030233
Epoch 514
Loss = 6.6178e-02, PNorm = 122.2773, GNorm = 2.0339, lr_0 = 9.7524e-04
Validation prc-auc = 0.030552
Epoch 515
Validation prc-auc = 0.030537
Epoch 516
Validation prc-auc = 0.030542
Epoch 517
Validation prc-auc = 0.030175
Epoch 518
Loss = 1.8508e-02, PNorm = 122.4798, GNorm = 0.2416, lr_0 = 9.7502e-04
Loss = 1.6097e-01, PNorm = 122.5003, GNorm = 6.5472, lr_0 = 9.7500e-04
Validation prc-auc = 0.029239
Epoch 519
Validation prc-auc = 0.028817
Epoch 520
Validation prc-auc = 0.028274
Epoch 521
Validation prc-auc = 0.027221
Epoch 522
Validation prc-auc = 0.026379
Epoch 523
Loss = 6.9042e-02, PNorm = 122.7754, GNorm = 0.9812, lr_0 = 9.7476e-04
Loss = 3.7379e-02, PNorm = 122.7907, GNorm = 1.5459, lr_0 = 9.7474e-04
Validation prc-auc = 0.025770
Epoch 524
Validation prc-auc = 0.024918
Epoch 525
Validation prc-auc = 0.025167
Epoch 526
Validation prc-auc = 0.025444
Epoch 527
Validation prc-auc = 0.025882
Epoch 528
Loss = 1.0258e-01, PNorm = 122.9744, GNorm = 2.2919, lr_0 = 9.7452e-04
Validation prc-auc = 0.026321
Epoch 529
Validation prc-auc = 0.027281
Epoch 530
Validation prc-auc = 0.027424
Epoch 531
Validation prc-auc = 0.027154
Epoch 532
Validation prc-auc = 0.027221
Epoch 533
Loss = 6.0210e-02, PNorm = 123.1386, GNorm = 1.6409, lr_0 = 9.7426e-04
Validation prc-auc = 0.027026
Epoch 534
Validation prc-auc = 0.026893
Epoch 535
Validation prc-auc = 0.026895
Epoch 536
Validation prc-auc = 0.026816
Epoch 537
Loss = 2.7869e-02, PNorm = 123.2669, GNorm = 0.0423, lr_0 = 9.7403e-04
Loss = 1.2747e+00, PNorm = 123.2697, GNorm = 7.5751, lr_0 = 9.7401e-04
Validation prc-auc = 0.025832
Epoch 538
Validation prc-auc = 0.024207
Epoch 539
Validation prc-auc = 0.024308
Epoch 540
Validation prc-auc = 0.025458
Epoch 541
Validation prc-auc = 0.026204
Epoch 542
Loss = 9.0150e-03, PNorm = 123.3957, GNorm = 0.1206, lr_0 = 9.7379e-04
Validation prc-auc = 0.026293
Epoch 543
Validation prc-auc = 0.026529
Epoch 544
Validation prc-auc = 0.027244
Epoch 545
Validation prc-auc = 0.027424
Epoch 546
Validation prc-auc = 0.028064
Epoch 547
Loss = 1.2984e-02, PNorm = 123.5317, GNorm = 0.2029, lr_0 = 9.7353e-04
Validation prc-auc = 0.027963
Epoch 548
Validation prc-auc = 0.027809
Epoch 549
Validation prc-auc = 0.027694
Epoch 550
Validation prc-auc = 0.027607
Epoch 551
Loss = 4.7171e-02, PNorm = 123.6087, GNorm = 1.0887, lr_0 = 9.7331e-04
Loss = 5.8055e-03, PNorm = 123.6127, GNorm = 0.1245, lr_0 = 9.7329e-04
Validation prc-auc = 0.027903
Epoch 552
Validation prc-auc = 0.028299
Epoch 553
Validation prc-auc = 0.028430
Epoch 554
Validation prc-auc = 0.028129
Epoch 555
Validation prc-auc = 0.027941
Epoch 556
Loss = 2.7586e-03, PNorm = 123.6776, GNorm = 0.0689, lr_0 = 9.7305e-04
Loss = 1.9944e-03, PNorm = 123.6818, GNorm = 0.0602, lr_0 = 9.7303e-04
Validation prc-auc = 0.027481
Epoch 557
Validation prc-auc = 0.028234
Epoch 558
Validation prc-auc = 0.029357
Epoch 559
Validation prc-auc = 0.029589
Epoch 560
Validation prc-auc = 0.029654
Epoch 561
Loss = 4.5902e-03, PNorm = 123.7285, GNorm = 0.2003, lr_0 = 9.7281e-04
Validation prc-auc = 0.030074
Epoch 562
Validation prc-auc = 0.030446
Epoch 563
Validation prc-auc = 0.031065
Epoch 564
Validation prc-auc = 0.031017
Epoch 565
Validation prc-auc = 0.030364
Epoch 566
Loss = 6.7863e-03, PNorm = 123.7900, GNorm = 0.1985, lr_0 = 9.7255e-04
Validation prc-auc = 0.029764
Epoch 567
Validation prc-auc = 0.029068
Epoch 568
Validation prc-auc = 0.028792
Epoch 569
Validation prc-auc = 0.028729
Epoch 570
Loss = 1.1528e-03, PNorm = 123.8507, GNorm = 0.0252, lr_0 = 9.7232e-04
Loss = 1.0891e-03, PNorm = 123.8544, GNorm = 0.0308, lr_0 = 9.7231e-04
Validation prc-auc = 0.028705
Epoch 571
Validation prc-auc = 0.028579
Epoch 572
Validation prc-auc = 0.028445
Epoch 573
Validation prc-auc = 0.029485
Epoch 574
Validation prc-auc = 0.030308
Epoch 575
Loss = 1.6440e-03, PNorm = 123.8838, GNorm = 0.0338, lr_0 = 9.7208e-04
Validation prc-auc = 0.030307
Epoch 576
Validation prc-auc = 0.030068
Epoch 577
Validation prc-auc = 0.029446
Epoch 578
Validation prc-auc = 0.029108
Epoch 579
Validation prc-auc = 0.029661
Epoch 580
Loss = 2.2023e-03, PNorm = 123.9237, GNorm = 0.0599, lr_0 = 9.7182e-04
Validation prc-auc = 0.030703
Epoch 581
Validation prc-auc = 0.031293
Epoch 582
Validation prc-auc = 0.031642
Epoch 583
Validation prc-auc = 0.031746
Epoch 584
Loss = 1.0386e-02, PNorm = 123.9639, GNorm = 0.1418, lr_0 = 9.7160e-04
Loss = 4.7808e-04, PNorm = 123.9677, GNorm = 0.0212, lr_0 = 9.7158e-04
Validation prc-auc = 0.031553
Epoch 585
Validation prc-auc = 0.031187
Epoch 586
Validation prc-auc = 0.030606
Epoch 587
Validation prc-auc = 0.030434
Epoch 588
Validation prc-auc = 0.029792
Epoch 589
Loss = 4.7961e-02, PNorm = 124.0101, GNorm = 0.0314, lr_0 = 9.7134e-04
Loss = 9.9404e-03, PNorm = 124.0121, GNorm = 0.2172, lr_0 = 9.7132e-04
Validation prc-auc = 0.029598
Epoch 590
Validation prc-auc = 0.030123
Epoch 591
Validation prc-auc = 0.030533
Epoch 592
Validation prc-auc = 0.030805
Epoch 593
Validation prc-auc = 0.030568
Epoch 594
Loss = 6.9698e-03, PNorm = 124.0791, GNorm = 0.1514, lr_0 = 9.7110e-04
Validation prc-auc = 0.030071
Epoch 595
Validation prc-auc = 0.029962
Epoch 596
Validation prc-auc = 0.029806
Epoch 597
Validation prc-auc = 0.029346
Epoch 598
Validation prc-auc = 0.029255
Epoch 599
Loss = 5.0941e-02, PNorm = 124.1691, GNorm = 1.1778, lr_0 = 9.7084e-04
Validation prc-auc = 0.028956
Epoch 600
Validation prc-auc = 0.028835
Epoch 601
Validation prc-auc = 0.029201
Epoch 602
Validation prc-auc = 0.029493
Epoch 603
Loss = 1.5342e-03, PNorm = 124.2347, GNorm = 0.0535, lr_0 = 9.7062e-04
Loss = 5.3232e-04, PNorm = 124.2405, GNorm = 0.0211, lr_0 = 9.7060e-04
Validation prc-auc = 0.029063
Epoch 604
Validation prc-auc = 0.028669
Epoch 605
Validation prc-auc = 0.028647
Epoch 606
Validation prc-auc = 0.028685
Epoch 607
Validation prc-auc = 0.029101
Epoch 608
Loss = 6.3458e-02, PNorm = 124.2964, GNorm = 0.6703, lr_0 = 9.7036e-04
Validation prc-auc = 0.030636
Epoch 609
Validation prc-auc = 0.031688
Epoch 610
Validation prc-auc = 0.032301
Epoch 611
Validation prc-auc = 0.031935
Epoch 612
Validation prc-auc = 0.031930
Epoch 613
Loss = 8.4866e-03, PNorm = 124.3354, GNorm = 0.3606, lr_0 = 9.7012e-04
Validation prc-auc = 0.031903
Epoch 614
Validation prc-auc = 0.031859
Epoch 615
Validation prc-auc = 0.033360
Epoch 616
Validation prc-auc = 0.036365
Epoch 617
Loss = 3.2139e-02, PNorm = 124.3917, GNorm = 2.3814, lr_0 = 9.6990e-04
Loss = 9.1036e-03, PNorm = 124.4030, GNorm = 0.5974, lr_0 = 9.6988e-04
Validation prc-auc = 0.037414
Epoch 618
Validation prc-auc = 0.037257
Epoch 619
Validation prc-auc = 0.035399
Epoch 620
Validation prc-auc = 0.035184
Epoch 621
Validation prc-auc = 0.034731
Epoch 622
Loss = 3.3871e-02, PNorm = 124.5544, GNorm = 0.1678, lr_0 = 9.6964e-04
Loss = 5.1102e-03, PNorm = 124.5660, GNorm = 0.2534, lr_0 = 9.6962e-04
Validation prc-auc = 0.033104
Epoch 623
Validation prc-auc = 0.031681
Epoch 624
Validation prc-auc = 0.030839
Epoch 625
Validation prc-auc = 0.029959
Epoch 626
Validation prc-auc = 0.029500
Epoch 627
Loss = 7.4840e-03, PNorm = 124.7089, GNorm = 0.1380, lr_0 = 9.6940e-04
Validation prc-auc = 0.029818
Epoch 628
Validation prc-auc = 0.030978
Epoch 629
Validation prc-auc = 0.031070
Epoch 630
Validation prc-auc = 0.031032
Epoch 631
Validation prc-auc = 0.031096
Epoch 632
Loss = 7.7209e-02, PNorm = 124.8500, GNorm = 0.6534, lr_0 = 9.6914e-04
Validation prc-auc = 0.031989
Epoch 633
Validation prc-auc = 0.033127
Epoch 634
Validation prc-auc = 0.033555
Epoch 635
Validation prc-auc = 0.033777
Epoch 636
Loss = 3.5217e-02, PNorm = 125.0509, GNorm = 0.3240, lr_0 = 9.6892e-04
Loss = 3.7368e-02, PNorm = 125.0632, GNorm = 1.0945, lr_0 = 9.6890e-04
Validation prc-auc = 0.033606
Epoch 637
Validation prc-auc = 0.031895
Epoch 638
Validation prc-auc = 0.031456
Epoch 639
Validation prc-auc = 0.030785
Epoch 640
Validation prc-auc = 0.030588
Epoch 641
Loss = 4.5839e-02, PNorm = 125.1802, GNorm = 0.0530, lr_0 = 9.6866e-04
Validation prc-auc = 0.031552
Epoch 642
Validation prc-auc = 0.031978
Epoch 643
Validation prc-auc = 0.031911
Epoch 644
Validation prc-auc = 0.031824
Epoch 645
Validation prc-auc = 0.031408
Epoch 646
Loss = 3.4641e-03, PNorm = 125.2512, GNorm = 0.0843, lr_0 = 9.6842e-04
Validation prc-auc = 0.031088
Epoch 647
Validation prc-auc = 0.030751
Epoch 648
Validation prc-auc = 0.030704
Epoch 649
Validation prc-auc = 0.030250
Epoch 650
Loss = 3.2298e-02, PNorm = 125.3041, GNorm = 0.8002, lr_0 = 9.6820e-04
Loss = 8.1951e-04, PNorm = 125.3090, GNorm = 0.0369, lr_0 = 9.6818e-04
Validation prc-auc = 0.029082
Epoch 651
Validation prc-auc = 0.028532
Epoch 652
Validation prc-auc = 0.029126
Epoch 653
Validation prc-auc = 0.029400
Epoch 654
Validation prc-auc = 0.029717
Epoch 655
Loss = 3.4662e-02, PNorm = 125.3762, GNorm = 1.8741, lr_0 = 9.6794e-04
Loss = 1.0717e-04, PNorm = 125.3796, GNorm = 0.0048, lr_0 = 9.6792e-04
Validation prc-auc = 0.030114
Epoch 656
Validation prc-auc = 0.030553
Epoch 657
Validation prc-auc = 0.030624
Epoch 658
Validation prc-auc = 0.030593
Epoch 659
Validation prc-auc = 0.030168
Epoch 660
Loss = 4.4820e-03, PNorm = 125.4626, GNorm = 0.1085, lr_0 = 9.6770e-04
Validation prc-auc = 0.028564
Epoch 661
Validation prc-auc = 0.029264
Epoch 662
Validation prc-auc = 0.032704
Epoch 663
Validation prc-auc = 0.034320
Epoch 664
Validation prc-auc = 0.034408
Epoch 665
Loss = 2.9198e-03, PNorm = 125.6186, GNorm = 0.0844, lr_0 = 9.6744e-04
Validation prc-auc = 0.033184
Epoch 666
Validation prc-auc = 0.031291
Epoch 667
Validation prc-auc = 0.030382
Epoch 668
Validation prc-auc = 0.028791
Epoch 669
Loss = 3.4774e-02, PNorm = 125.7379, GNorm = 0.1364, lr_0 = 9.6722e-04
Loss = 7.9549e-04, PNorm = 125.7443, GNorm = 0.0313, lr_0 = 9.6720e-04
Validation prc-auc = 0.028010
Epoch 670
Validation prc-auc = 0.027948
Epoch 671
Validation prc-auc = 0.028451
Epoch 672
Validation prc-auc = 0.028958
Epoch 673
Validation prc-auc = 0.030184
Epoch 674
Loss = 3.9026e-03, PNorm = 125.8345, GNorm = 0.1231, lr_0 = 9.6696e-04
Validation prc-auc = 0.030949
Epoch 675
Validation prc-auc = 0.030904
Epoch 676
Validation prc-auc = 0.030987
Epoch 677
Validation prc-auc = 0.030945
Epoch 678
Validation prc-auc = 0.030593
Epoch 679
Loss = 1.6132e-02, PNorm = 125.9188, GNorm = 0.4850, lr_0 = 9.6672e-04
Validation prc-auc = 0.030391
Epoch 680
Validation prc-auc = 0.029792
Epoch 681
Validation prc-auc = 0.029642
Epoch 682
Validation prc-auc = 0.029122
Epoch 683
Loss = 1.2694e-03, PNorm = 125.9906, GNorm = 0.0269, lr_0 = 9.6648e-04
Validation prc-auc = 0.028953
Epoch 684
Validation prc-auc = 0.028723
Epoch 685
Validation prc-auc = 0.029028
Epoch 686
Validation prc-auc = 0.029187
Epoch 687
Validation prc-auc = 0.030503
Epoch 688
Loss = 4.2901e-03, PNorm = 126.0399, GNorm = 0.2070, lr_0 = 9.6624e-04
Loss = 2.6183e-03, PNorm = 126.0443, GNorm = 0.1183, lr_0 = 9.6622e-04
Validation prc-auc = 0.030337
Epoch 689
Validation prc-auc = 0.030256
Epoch 690
Validation prc-auc = 0.028577
Epoch 691
Validation prc-auc = 0.028014
Epoch 692
Validation prc-auc = 0.027723
Epoch 693
Loss = 5.1121e-02, PNorm = 126.1097, GNorm = 1.4814, lr_0 = 9.6600e-04
Validation prc-auc = 0.027631
Epoch 694
Validation prc-auc = 0.027423
Epoch 695
Validation prc-auc = 0.027187
Epoch 696
Validation prc-auc = 0.026904
Epoch 697
Validation prc-auc = 0.026877
Epoch 698
Loss = 9.2019e-03, PNorm = 126.1478, GNorm = 0.4076, lr_0 = 9.6574e-04
Validation prc-auc = 0.028004
Epoch 699
Validation prc-auc = 0.028496
Epoch 700
Validation prc-auc = 0.029252
Epoch 701
Validation prc-auc = 0.028123
Epoch 702
Loss = 3.9921e-02, PNorm = 126.3234, GNorm = 1.0763, lr_0 = 9.6552e-04
Loss = 2.5970e-02, PNorm = 126.3490, GNorm = 0.6751, lr_0 = 9.6550e-04
Validation prc-auc = 0.028760
Epoch 703
Validation prc-auc = 0.029398
Epoch 704
Validation prc-auc = 0.030602
Epoch 705
Validation prc-auc = 0.033279
Epoch 706
Validation prc-auc = 0.034263
Epoch 707
Loss = 1.1707e-01, PNorm = 126.6664, GNorm = 1.3369, lr_0 = 9.6526e-04
Loss = 1.8529e-02, PNorm = 126.6928, GNorm = 0.4520, lr_0 = 9.6525e-04
Validation prc-auc = 0.033414
Epoch 708
Validation prc-auc = 0.032518
Epoch 709
Validation prc-auc = 0.030832
Epoch 710
Validation prc-auc = 0.030499
Epoch 711
Validation prc-auc = 0.030259
Epoch 712
Loss = 3.8538e-02, PNorm = 126.9603, GNorm = 0.7937, lr_0 = 9.6502e-04
Validation prc-auc = 0.030540
Epoch 713
Validation prc-auc = 0.030457
Epoch 714
Validation prc-auc = 0.030385
Epoch 715
Validation prc-auc = 0.029945
Epoch 716
Loss = 2.5777e-02, PNorm = 127.1384, GNorm = 0.0095, lr_0 = 9.6479e-04
Validation prc-auc = 0.029112
Epoch 717
Validation prc-auc = 0.028586
Epoch 718
Validation prc-auc = 0.028393
Epoch 719
Validation prc-auc = 0.028331
Epoch 720
Validation prc-auc = 0.028316
Epoch 721
Loss = 2.5209e-03, PNorm = 127.2425, GNorm = 0.1327, lr_0 = 9.6455e-04
Loss = 4.7015e-04, PNorm = 127.2472, GNorm = 0.0188, lr_0 = 9.6453e-04
Validation prc-auc = 0.028499
Epoch 722
Validation prc-auc = 0.028757
Epoch 723
Validation prc-auc = 0.029269
Epoch 724
Validation prc-auc = 0.030050
Epoch 725
Validation prc-auc = 0.030719
Epoch 726
Loss = 5.1639e-02, PNorm = 127.2774, GNorm = 3.3191, lr_0 = 9.6431e-04
Validation prc-auc = 0.032527
Epoch 727
Validation prc-auc = 0.034068
Epoch 728
Validation prc-auc = 0.035144
Epoch 729
Validation prc-auc = 0.032114
Epoch 730
Validation prc-auc = 0.031848
Epoch 731
Loss = 3.6666e-02, PNorm = 127.5782, GNorm = 1.0525, lr_0 = 9.6405e-04
Validation prc-auc = 0.030670
Epoch 732
Validation prc-auc = 0.029914
Epoch 733
Validation prc-auc = 0.029794
Epoch 734
Validation prc-auc = 0.030099
Epoch 735
Loss = 1.9473e-02, PNorm = 127.8152, GNorm = 0.2632, lr_0 = 9.6383e-04
Loss = 7.7427e-01, PNorm = 127.8267, GNorm = 7.3668, lr_0 = 9.6381e-04
Validation prc-auc = 0.030636
Epoch 736
Validation prc-auc = 0.030814
Epoch 737
Validation prc-auc = 0.031097
Epoch 738
Validation prc-auc = 0.032163
Epoch 739
Validation prc-auc = 0.030649
Epoch 740
Loss = 5.5268e-02, PNorm = 128.0381, GNorm = 0.5911, lr_0 = 9.6357e-04
Loss = 2.1192e-02, PNorm = 128.0613, GNorm = 0.4445, lr_0 = 9.6355e-04
Validation prc-auc = 0.031863
Epoch 741
Validation prc-auc = 0.032016
Epoch 742
Validation prc-auc = 0.033249
Epoch 743
Validation prc-auc = 0.033146
Epoch 744
Validation prc-auc = 0.033694
Epoch 745
Loss = 1.3190e-01, PNorm = 128.4136, GNorm = 1.4183, lr_0 = 9.6333e-04
Validation prc-auc = 0.033603
Epoch 746
Validation prc-auc = 0.033124
Epoch 747
Validation prc-auc = 0.034783
Epoch 748
Validation prc-auc = 0.036221
Epoch 749
Loss = 8.2697e-03, PNorm = 128.6915, GNorm = 0.0484, lr_0 = 9.6309e-04
Validation prc-auc = 0.037609
Epoch 750
Validation prc-auc = 0.038828
Epoch 751
Validation prc-auc = 0.039455
Epoch 752
Validation prc-auc = 0.038640
Epoch 753
Validation prc-auc = 0.036737
Epoch 754
Loss = 5.0041e-02, PNorm = 128.8496, GNorm = 1.0087, lr_0 = 9.6285e-04
Loss = 1.3751e-01, PNorm = 128.8649, GNorm = 6.0801, lr_0 = 9.6284e-04
Validation prc-auc = 0.037548
Epoch 755
Validation prc-auc = 0.039229
Epoch 756
Validation prc-auc = 0.038199
Epoch 757
Validation prc-auc = 0.038991
Epoch 758
Validation prc-auc = 0.036162
Epoch 759
Loss = 5.5718e-03, PNorm = 129.0448, GNorm = 0.1287, lr_0 = 9.6262e-04
Validation prc-auc = 0.034291
Epoch 760
Validation prc-auc = 0.034297
Epoch 761
Validation prc-auc = 0.035203
Epoch 762
Validation prc-auc = 0.035647
Epoch 763
Validation prc-auc = 0.034073
Epoch 764
Loss = 1.8645e-02, PNorm = 129.2533, GNorm = 0.3871, lr_0 = 9.6236e-04
Validation prc-auc = 0.032458
Epoch 765
Validation prc-auc = 0.032349
Epoch 766
Validation prc-auc = 0.032417
Epoch 767
Validation prc-auc = 0.031419
Epoch 768
Loss = 6.5935e-02, PNorm = 129.4704, GNorm = 0.7567, lr_0 = 9.6214e-04
Loss = 3.3882e-02, PNorm = 129.4889, GNorm = 2.6350, lr_0 = 9.6212e-04
Validation prc-auc = 0.031490
Epoch 769
Validation prc-auc = 0.030117
Epoch 770
Validation prc-auc = 0.030192
Epoch 771
Validation prc-auc = 0.031821
Epoch 772
Validation prc-auc = 0.030906
Epoch 773
Loss = 8.3706e-02, PNorm = 129.7449, GNorm = 0.5667, lr_0 = 9.6188e-04
Loss = 1.1821e-02, PNorm = 129.7729, GNorm = 0.2551, lr_0 = 9.6186e-04
Validation prc-auc = 0.030523
Epoch 774
Validation prc-auc = 0.029519
Epoch 775
Validation prc-auc = 0.029125
Epoch 776
Validation prc-auc = 0.029206
Epoch 777
Validation prc-auc = 0.030123
Epoch 778
Loss = 5.0693e-02, PNorm = 130.0853, GNorm = 0.8418, lr_0 = 9.6164e-04
Validation prc-auc = 0.030842
Epoch 779
Validation prc-auc = 0.031103
Epoch 780
Validation prc-auc = 0.031269
Epoch 781
Validation prc-auc = 0.031316
Epoch 782
Validation prc-auc = 0.031638
Epoch 783
Loss = 4.9593e-03, PNorm = 130.3239, GNorm = 0.1068, lr_0 = 9.6139e-04
Validation prc-auc = 0.031981
Epoch 784
Validation prc-auc = 0.032617
Epoch 785
Validation prc-auc = 0.032651
Epoch 786
Validation prc-auc = 0.032489
Epoch 787
Loss = 4.8566e-02, PNorm = 130.4168, GNorm = 0.0345, lr_0 = 9.6117e-04
Loss = 3.7208e-02, PNorm = 130.4221, GNorm = 0.7197, lr_0 = 9.6115e-04
Validation prc-auc = 0.031703
Epoch 788
Validation prc-auc = 0.031463
Epoch 789
Validation prc-auc = 0.031200
Epoch 790
Validation prc-auc = 0.031419
Epoch 791
Validation prc-auc = 0.031066
Epoch 792
Loss = 4.3167e-03, PNorm = 130.4789, GNorm = 0.2628, lr_0 = 9.6093e-04
Validation prc-auc = 0.030915
Epoch 793
Validation prc-auc = 0.029887
Epoch 794
Validation prc-auc = 0.030712
Epoch 795
Validation prc-auc = 0.031055
Epoch 796
Validation prc-auc = 0.030604
Epoch 797
Loss = 1.8082e-02, PNorm = 130.6719, GNorm = 0.7485, lr_0 = 9.6067e-04
Validation prc-auc = 0.030684
Epoch 798
Validation prc-auc = 0.028859
Epoch 799
Validation prc-auc = 0.027866
Epoch 800
Validation prc-auc = 0.027591
Epoch 801
Loss = 4.8183e-02, PNorm = 130.9775, GNorm = 0.5962, lr_0 = 9.6045e-04
Loss = 2.3455e-02, PNorm = 131.0000, GNorm = 1.4757, lr_0 = 9.6043e-04
Validation prc-auc = 0.027272
Epoch 802
Validation prc-auc = 0.029118
Epoch 803
Validation prc-auc = 0.029900
Epoch 804
Validation prc-auc = 0.029155
Epoch 805
Validation prc-auc = 0.029240
Epoch 806
Loss = 1.5625e-02, PNorm = 131.2288, GNorm = 0.1288, lr_0 = 9.6019e-04
Loss = 1.1287e-02, PNorm = 131.2408, GNorm = 0.4549, lr_0 = 9.6018e-04
Validation prc-auc = 0.029081
Epoch 807
Validation prc-auc = 0.028561
Epoch 808
Validation prc-auc = 0.028659
Epoch 809
Validation prc-auc = 0.028575
Epoch 810
Validation prc-auc = 0.028710
Epoch 811
Loss = 6.0389e-03, PNorm = 131.3524, GNorm = 0.3068, lr_0 = 9.5996e-04
Validation prc-auc = 0.028852
Epoch 812
Validation prc-auc = 0.029346
Epoch 813
Validation prc-auc = 0.030030
Epoch 814
Validation prc-auc = 0.030167
Epoch 815
Validation prc-auc = 0.030428
Epoch 816
Loss = 6.7595e-02, PNorm = 131.4336, GNorm = 0.8753, lr_0 = 9.5970e-04
Validation prc-auc = 0.030517
Epoch 817
Validation prc-auc = 0.030746
Epoch 818
Validation prc-auc = 0.030948
Epoch 819
Validation prc-auc = 0.030932
Epoch 820
Loss = 5.2636e-02, PNorm = 131.5316, GNorm = 0.0593, lr_0 = 9.5948e-04
Loss = 2.2617e-04, PNorm = 131.5368, GNorm = 0.0088, lr_0 = 9.5946e-04
Validation prc-auc = 0.030824
Epoch 821
Validation prc-auc = 0.030588
Epoch 822
Validation prc-auc = 0.030512
Epoch 823
Validation prc-auc = 0.030376
Epoch 824
Validation prc-auc = 0.030301
Epoch 825
Loss = 6.9688e-03, PNorm = 131.6009, GNorm = 0.1573, lr_0 = 9.5924e-04
Validation prc-auc = 0.030506
Epoch 826
Validation prc-auc = 0.031322
Epoch 827
Validation prc-auc = 0.032081
Epoch 828
Validation prc-auc = 0.032553
Epoch 829
Validation prc-auc = 0.032737
Epoch 830
Loss = 3.2479e-03, PNorm = 131.6644, GNorm = 0.1139, lr_0 = 9.5899e-04
Validation prc-auc = 0.033368
Epoch 831
Validation prc-auc = 0.033179
Epoch 832
Validation prc-auc = 0.032343
Epoch 833
Validation prc-auc = 0.032075
Epoch 834
Loss = 3.9491e-03, PNorm = 131.7266, GNorm = 0.2591, lr_0 = 9.5877e-04
Loss = 2.1050e-03, PNorm = 131.7323, GNorm = 0.0873, lr_0 = 9.5875e-04
Validation prc-auc = 0.031481
Epoch 835
Validation prc-auc = 0.031284
Epoch 836
Validation prc-auc = 0.031076
Epoch 837
Validation prc-auc = 0.030133
Epoch 838
Validation prc-auc = 0.029562
Epoch 839
Loss = 1.0587e-02, PNorm = 131.7733, GNorm = 0.7979, lr_0 = 9.5851e-04
Loss = 3.2992e-03, PNorm = 131.7762, GNorm = 0.2234, lr_0 = 9.5849e-04
Validation prc-auc = 0.029957
Epoch 840
Validation prc-auc = 0.029909
Epoch 841
Validation prc-auc = 0.029786
Epoch 842
Validation prc-auc = 0.029640
Epoch 843
Validation prc-auc = 0.029373
Epoch 844
Loss = 2.9232e-03, PNorm = 131.8254, GNorm = 0.0656, lr_0 = 9.5827e-04
Validation prc-auc = 0.029761
Epoch 845
Validation prc-auc = 0.030084
Epoch 846
Validation prc-auc = 0.030648
Epoch 847
Validation prc-auc = 0.031082
Epoch 848
Validation prc-auc = 0.031054
Epoch 849
Loss = 6.1139e-04, PNorm = 131.8938, GNorm = 0.0152, lr_0 = 9.5802e-04
Validation prc-auc = 0.031293
Epoch 850
Validation prc-auc = 0.032204
Epoch 851
Validation prc-auc = 0.033479
Epoch 852
Validation prc-auc = 0.034621
Epoch 853
Loss = 4.8218e-03, PNorm = 131.9235, GNorm = 0.1049, lr_0 = 9.5780e-04
Loss = 3.2298e-04, PNorm = 131.9267, GNorm = 0.0127, lr_0 = 9.5778e-04
Validation prc-auc = 0.034688
Epoch 854
Validation prc-auc = 0.035455
Epoch 855
Validation prc-auc = 0.035411
Epoch 856
Validation prc-auc = 0.035973
Epoch 857
Validation prc-auc = 0.033987
Epoch 858
Loss = 5.6551e-03, PNorm = 131.9887, GNorm = 0.7580, lr_0 = 9.5754e-04
Validation prc-auc = 0.032657
Epoch 859
Validation prc-auc = 0.032672
Epoch 860
Validation prc-auc = 0.032693
Epoch 861
Validation prc-auc = 0.033554
Epoch 862
Validation prc-auc = 0.034544
Epoch 863
Loss = 1.5499e-02, PNorm = 132.0614, GNorm = 0.3894, lr_0 = 9.5730e-04
Validation prc-auc = 0.034623
Epoch 864
Validation prc-auc = 0.034652
Epoch 865
Validation prc-auc = 0.035613
Epoch 866
Validation prc-auc = 0.036483
Epoch 867
Loss = 1.8752e-02, PNorm = 132.2321, GNorm = 0.6714, lr_0 = 9.5708e-04
Loss = 1.1783e-01, PNorm = 132.2460, GNorm = 3.5630, lr_0 = 9.5707e-04
Validation prc-auc = 0.036974
Epoch 868
Validation prc-auc = 0.037091
Epoch 869
Validation prc-auc = 0.036960
Epoch 870
Validation prc-auc = 0.037157
Epoch 871
Validation prc-auc = 0.036880
Epoch 872
Loss = 2.0591e-02, PNorm = 132.4162, GNorm = 0.5953, lr_0 = 9.5683e-04
Loss = 7.2865e-04, PNorm = 132.4242, GNorm = 0.0349, lr_0 = 9.5681e-04
Validation prc-auc = 0.036567
Epoch 873
Validation prc-auc = 0.036070
Epoch 874
Validation prc-auc = 0.037475
Epoch 875
Validation prc-auc = 0.038367
Epoch 876
Validation prc-auc = 0.038965
Epoch 877
Loss = 8.9259e-03, PNorm = 132.5021, GNorm = 0.2227, lr_0 = 9.5659e-04
Validation prc-auc = 0.037540
Epoch 878
Validation prc-auc = 0.035694
Epoch 879
Validation prc-auc = 0.033920
Epoch 880
Validation prc-auc = 0.032968
Epoch 881
Validation prc-auc = 0.032065
Epoch 882
Loss = 4.4209e-03, PNorm = 132.5995, GNorm = 0.1105, lr_0 = 9.5634e-04
Validation prc-auc = 0.031218
Epoch 883
Validation prc-auc = 0.030827
Epoch 884
Validation prc-auc = 0.030422
Epoch 885
Validation prc-auc = 0.029584
Epoch 886
Loss = 5.2516e-03, PNorm = 132.7205, GNorm = 0.0536, lr_0 = 9.5612e-04
Loss = 2.8009e-03, PNorm = 132.7301, GNorm = 0.0823, lr_0 = 9.5610e-04
Validation prc-auc = 0.028368
Epoch 887
Validation prc-auc = 0.029705
Epoch 888
Validation prc-auc = 0.029944
Epoch 889
Validation prc-auc = 0.030483
Epoch 890
Validation prc-auc = 0.029388
Epoch 891
Loss = 5.2450e-02, PNorm = 132.8775, GNorm = 1.5126, lr_0 = 9.5586e-04
Validation prc-auc = 0.028378
Epoch 892
Validation prc-auc = 0.028845
Epoch 893
Validation prc-auc = 0.028795
Epoch 894
Validation prc-auc = 0.029493
Epoch 895
Validation prc-auc = 0.029333
Epoch 896
Loss = 1.3541e-02, PNorm = 133.0169, GNorm = 0.5445, lr_0 = 9.5563e-04
Validation prc-auc = 0.029543
Epoch 897
Validation prc-auc = 0.029760
Epoch 898
Validation prc-auc = 0.030245
Epoch 899
Validation prc-auc = 0.030366
Epoch 900
Loss = 2.9619e-02, PNorm = 133.1026, GNorm = 0.0665, lr_0 = 9.5541e-04
Loss = 7.2315e-03, PNorm = 133.1091, GNorm = 0.1792, lr_0 = 9.5539e-04
Validation prc-auc = 0.029330
Epoch 901
Validation prc-auc = 0.028497
Epoch 902
Validation prc-auc = 0.028549
Epoch 903
Validation prc-auc = 0.028912
Epoch 904
Validation prc-auc = 0.029192
Epoch 905
Loss = 7.0199e-04, PNorm = 133.2019, GNorm = 0.0176, lr_0 = 9.5515e-04
Loss = 9.1197e-04, PNorm = 133.2105, GNorm = 0.0528, lr_0 = 9.5513e-04
Validation prc-auc = 0.029219
Epoch 906
Validation prc-auc = 0.029836
Epoch 907
Validation prc-auc = 0.030429
Epoch 908
Validation prc-auc = 0.030265
Epoch 909
Validation prc-auc = 0.031680
Epoch 910
Loss = 4.5045e-03, PNorm = 133.2878, GNorm = 0.4898, lr_0 = 9.5491e-04
Validation prc-auc = 0.030317
Epoch 911
Validation prc-auc = 0.029352
Epoch 912
Validation prc-auc = 0.028411
Epoch 913
Validation prc-auc = 0.029134
Epoch 914
Validation prc-auc = 0.029518
Epoch 915
Loss = 9.1602e-02, PNorm = 133.6843, GNorm = 1.0870, lr_0 = 9.5466e-04
Validation prc-auc = 0.031814
Epoch 916
Validation prc-auc = 0.033902
Epoch 917
Validation prc-auc = 0.034168
Epoch 918
Validation prc-auc = 0.033789
Epoch 919
Loss = 1.1573e-01, PNorm = 134.0299, GNorm = 1.3788, lr_0 = 9.5444e-04
Loss = 3.2401e-02, PNorm = 134.0498, GNorm = 0.6930, lr_0 = 9.5442e-04
Validation prc-auc = 0.033459
Epoch 920
Validation prc-auc = 0.032081
Epoch 921
Validation prc-auc = 0.029160
Epoch 922
Validation prc-auc = 0.028314
Epoch 923
Validation prc-auc = 0.027974
Epoch 924
Loss = 5.0361e-02, PNorm = 134.2949, GNorm = 2.7945, lr_0 = 9.5419e-04
Validation prc-auc = 0.027507
Epoch 925
Validation prc-auc = 0.026772
Epoch 926
Validation prc-auc = 0.026196
Epoch 927
Validation prc-auc = 0.028845
Epoch 928
Validation prc-auc = 0.030484
Epoch 929
Loss = 3.7894e-03, PNorm = 134.4857, GNorm = 0.0705, lr_0 = 9.5395e-04
Validation prc-auc = 0.031911
Epoch 930
Validation prc-auc = 0.031687
Epoch 931
Validation prc-auc = 0.031295
Epoch 932
Validation prc-auc = 0.030738
Epoch 933
Loss = 1.3372e-01, PNorm = 134.5947, GNorm = 4.8261, lr_0 = 9.5371e-04
Validation prc-auc = 0.030374
Epoch 934
Validation prc-auc = 0.030359
Epoch 935
Validation prc-auc = 0.029052
Epoch 936
Validation prc-auc = 0.028460
Epoch 937
Validation prc-auc = 0.030386
Epoch 938
Loss = 1.1816e-02, PNorm = 134.7306, GNorm = 0.2651, lr_0 = 9.5348e-04
Loss = 3.9251e-03, PNorm = 134.7452, GNorm = 0.1057, lr_0 = 9.5346e-04
Validation prc-auc = 0.031423
Epoch 939
Validation prc-auc = 0.033078
Epoch 940
Validation prc-auc = 0.033589
Epoch 941
Validation prc-auc = 0.033687
Epoch 942
Validation prc-auc = 0.033791
Epoch 943
Loss = 3.5809e-02, PNorm = 134.9344, GNorm = 0.5698, lr_0 = 9.5324e-04
Validation prc-auc = 0.033690
Epoch 944
Validation prc-auc = 0.033451
Epoch 945
Validation prc-auc = 0.033652
Epoch 946
Validation prc-auc = 0.032973
Epoch 947
Validation prc-auc = 0.032327
Epoch 948
Loss = 1.7008e-03, PNorm = 135.0854, GNorm = 0.0708, lr_0 = 9.5299e-04
Validation prc-auc = 0.031966
Epoch 949
Validation prc-auc = 0.031854
Epoch 950
Validation prc-auc = 0.032064
Epoch 951
Validation prc-auc = 0.032974
Epoch 952
Loss = 4.0456e-04, PNorm = 135.1607, GNorm = 0.0124, lr_0 = 9.5277e-04
Loss = 9.4093e-05, PNorm = 135.1656, GNorm = 0.0042, lr_0 = 9.5275e-04
Validation prc-auc = 0.033789
Epoch 953
Validation prc-auc = 0.034108
Epoch 954
Validation prc-auc = 0.034382
Epoch 955
Validation prc-auc = 0.034229
Epoch 956
Validation prc-auc = 0.033435
Epoch 957
Loss = 2.7302e-02, PNorm = 135.2167, GNorm = 2.6827, lr_0 = 9.5251e-04
Loss = 4.3418e-03, PNorm = 135.2199, GNorm = 0.3539, lr_0 = 9.5250e-04
Validation prc-auc = 0.032663
Epoch 958
Validation prc-auc = 0.032227
Epoch 959
Validation prc-auc = 0.032000
Epoch 960
Validation prc-auc = 0.031967
Epoch 961
Validation prc-auc = 0.032077
Epoch 962
Loss = 5.9874e-04, PNorm = 135.2583, GNorm = 0.0177, lr_0 = 9.5228e-04
Validation prc-auc = 0.031971
Epoch 963
Validation prc-auc = 0.032131
Epoch 964
Validation prc-auc = 0.031830
Epoch 965
Validation prc-auc = 0.031880
Epoch 966
Loss = 3.8422e-02, PNorm = 135.2840, GNorm = 0.0060, lr_0 = 9.5204e-04
Validation prc-auc = 0.032566
Epoch 967
Validation prc-auc = 0.033471
Epoch 968
Validation prc-auc = 0.032821
Epoch 969
Validation prc-auc = 0.032193
Epoch 970
Validation prc-auc = 0.031616
Epoch 971
Loss = 3.1221e-04, PNorm = 135.3263, GNorm = 0.0108, lr_0 = 9.5180e-04
Loss = 1.1053e-03, PNorm = 135.3297, GNorm = 0.0444, lr_0 = 9.5179e-04
Validation prc-auc = 0.031012
Epoch 972
Validation prc-auc = 0.030581
Epoch 973
Validation prc-auc = 0.030492
Epoch 974
Validation prc-auc = 0.030797
Epoch 975
Validation prc-auc = 0.031114
Epoch 976
Loss = 8.9174e-04, PNorm = 135.3675, GNorm = 0.0358, lr_0 = 9.5157e-04
Validation prc-auc = 0.031236
Epoch 977
Validation prc-auc = 0.031272
Epoch 978
Validation prc-auc = 0.031324
Epoch 979
Validation prc-auc = 0.031813
Epoch 980
Validation prc-auc = 0.033127
Epoch 981
Loss = 4.2390e-04, PNorm = 135.3939, GNorm = 0.0146, lr_0 = 9.5132e-04
Validation prc-auc = 0.034053
Epoch 982
Validation prc-auc = 0.035136
Epoch 983
Validation prc-auc = 0.035914
Epoch 984
Validation prc-auc = 0.036603
Epoch 985
Loss = 1.1761e-03, PNorm = 135.4433, GNorm = 0.0156, lr_0 = 9.5110e-04
Loss = 2.7418e-06, PNorm = 135.4477, GNorm = 0.0002, lr_0 = 9.5108e-04
Validation prc-auc = 0.037799
Epoch 986
Validation prc-auc = 0.038769
Epoch 987
Validation prc-auc = 0.038713
Epoch 988
Validation prc-auc = 0.039233
Epoch 989
Validation prc-auc = 0.038490
Epoch 990
Loss = 1.2608e-01, PNorm = 135.5031, GNorm = 0.0257, lr_0 = 9.5084e-04
Loss = 2.1717e-03, PNorm = 135.5071, GNorm = 0.2382, lr_0 = 9.5083e-04
Validation prc-auc = 0.035250
Epoch 991
Validation prc-auc = 0.034026
Epoch 992
Validation prc-auc = 0.032484
Epoch 993
Validation prc-auc = 0.031513
Epoch 994
Validation prc-auc = 0.030631
Epoch 995
Loss = 7.3064e-04, PNorm = 135.5646, GNorm = 0.0226, lr_0 = 9.5061e-04
Validation prc-auc = 0.030022
Epoch 996
Validation prc-auc = 0.030163
Epoch 997
Validation prc-auc = 0.030623
Epoch 998
Validation prc-auc = 0.031360
Epoch 999
Loss = 2.4966e-03, PNorm = 135.6087, GNorm = 0.5468, lr_0 = 9.5037e-04
Validation prc-auc = 0.032534
Epoch 1000
Validation prc-auc = 0.033777
Epoch 1001
Validation prc-auc = 0.035881
Epoch 1002
Validation prc-auc = 0.032572
Epoch 1003
Validation prc-auc = 0.030283
Epoch 1004
Loss = 6.2350e-02, PNorm = 135.7351, GNorm = 0.0997, lr_0 = 9.5014e-04
Loss = 2.0839e-01, PNorm = 135.7481, GNorm = 14.2427, lr_0 = 9.5012e-04
Validation prc-auc = 0.024848
Epoch 1005
Validation prc-auc = 0.026263
Epoch 1006
Validation prc-auc = 0.025920
Epoch 1007
Validation prc-auc = 0.028945
Epoch 1008
Validation prc-auc = 0.032107
Epoch 1009
Loss = 1.7160e-02, PNorm = 135.9469, GNorm = 0.9308, lr_0 = 9.4990e-04
Validation prc-auc = 0.035003
Epoch 1010
Validation prc-auc = 0.037010
Epoch 1011
Validation prc-auc = 0.037521
Epoch 1012
Validation prc-auc = 0.036319
Epoch 1013
Validation prc-auc = 0.035636
Epoch 1014
Loss = 5.8355e-03, PNorm = 136.1800, GNorm = 0.1070, lr_0 = 9.4965e-04
Validation prc-auc = 0.034092
Epoch 1015
Validation prc-auc = 0.032811
Epoch 1016
Validation prc-auc = 0.031954
Epoch 1017
Validation prc-auc = 0.032048
Epoch 1018
Loss = 2.2480e-02, PNorm = 136.3047, GNorm = 0.8920, lr_0 = 9.4943e-04
Loss = 5.3519e-02, PNorm = 136.3165, GNorm = 3.1634, lr_0 = 9.4941e-04
Validation prc-auc = 0.031780
Epoch 1019
Validation prc-auc = 0.031819
Epoch 1020
Validation prc-auc = 0.030996
Epoch 1021
Validation prc-auc = 0.031217
Epoch 1022
Validation prc-auc = 0.031742
Epoch 1023
Loss = 1.0823e-02, PNorm = 136.4902, GNorm = 0.0660, lr_0 = 9.4918e-04
Loss = 2.3531e-02, PNorm = 136.4999, GNorm = 1.0022, lr_0 = 9.4916e-04
Validation prc-auc = 0.031684
Epoch 1024
Validation prc-auc = 0.032017
Epoch 1025
Validation prc-auc = 0.032277
Epoch 1026
Validation prc-auc = 0.033346
Epoch 1027
Validation prc-auc = 0.033917
Epoch 1028
Loss = 4.6556e-02, PNorm = 136.5805, GNorm = 0.7055, lr_0 = 9.4894e-04
Validation prc-auc = 0.035418
Epoch 1029
Validation prc-auc = 0.035541
Epoch 1030
Validation prc-auc = 0.035327
Epoch 1031
Validation prc-auc = 0.034884
Epoch 1032
Validation prc-auc = 0.034338
Epoch 1033
Loss = 5.8630e-03, PNorm = 136.6628, GNorm = 0.2396, lr_0 = 9.4869e-04
Validation prc-auc = 0.033464
Epoch 1034
Validation prc-auc = 0.033404
Epoch 1035
Validation prc-auc = 0.032596
Epoch 1036
Validation prc-auc = 0.030914
Epoch 1037
Loss = 4.6189e-03, PNorm = 136.7482, GNorm = 0.0532, lr_0 = 9.4847e-04
Loss = 1.2731e-02, PNorm = 136.7566, GNorm = 0.7324, lr_0 = 9.4845e-04
Validation prc-auc = 0.030160
Epoch 1038
Validation prc-auc = 0.029510
Epoch 1039
Validation prc-auc = 0.028720
Epoch 1040
Validation prc-auc = 0.028551
Epoch 1041
Validation prc-auc = 0.029228
Epoch 1042
Loss = 2.0362e-02, PNorm = 136.8446, GNorm = 0.9355, lr_0 = 9.4823e-04
Validation prc-auc = 0.028719
Epoch 1043
Validation prc-auc = 0.027118
Epoch 1044
Validation prc-auc = 0.026145
Epoch 1045
Validation prc-auc = 0.025701
Epoch 1046
Validation prc-auc = 0.025367
Epoch 1047
Loss = 4.9212e-03, PNorm = 136.9838, GNorm = 0.1002, lr_0 = 9.4798e-04
Validation prc-auc = 0.024978
Epoch 1048
Validation prc-auc = 0.024382
Epoch 1049
Validation prc-auc = 0.024001
Epoch 1050
Validation prc-auc = 0.023695
Epoch 1051
Loss = 7.9896e-03, PNorm = 137.0609, GNorm = 0.1666, lr_0 = 9.4776e-04
Loss = 3.0939e-04, PNorm = 137.0652, GNorm = 0.0131, lr_0 = 9.4775e-04
Validation prc-auc = 0.023562
Epoch 1052
Validation prc-auc = 0.023590
Epoch 1053
Validation prc-auc = 0.023512
Epoch 1054
Validation prc-auc = 0.023716
Epoch 1055
Validation prc-auc = 0.023783
Epoch 1056
Loss = 9.0335e-03, PNorm = 137.1116, GNorm = 0.8356, lr_0 = 9.4751e-04
Loss = 3.5052e-04, PNorm = 137.1148, GNorm = 0.0139, lr_0 = 9.4749e-04
Validation prc-auc = 0.023937
Epoch 1057
Validation prc-auc = 0.024498
Epoch 1058
Validation prc-auc = 0.024781
Epoch 1059
Validation prc-auc = 0.025045
Epoch 1060
Validation prc-auc = 0.025069
Epoch 1061
Loss = 7.0254e-03, PNorm = 137.1571, GNorm = 0.4456, lr_0 = 9.4728e-04
Validation prc-auc = 0.025542
Epoch 1062
Validation prc-auc = 0.026166
Epoch 1063
Validation prc-auc = 0.027164
Epoch 1064
Validation prc-auc = 0.030016
Epoch 1065
Validation prc-auc = 0.032039
Epoch 1066
Loss = 1.1381e-01, PNorm = 137.2744, GNorm = 2.0222, lr_0 = 9.4702e-04
Validation prc-auc = 0.030710
Epoch 1067
Validation prc-auc = 0.028172
Epoch 1068
Validation prc-auc = 0.027207
Epoch 1069
Validation prc-auc = 0.026608
Epoch 1070
Loss = 7.7073e-02, PNorm = 137.3781, GNorm = 1.2208, lr_0 = 9.4681e-04
Loss = 1.8244e-03, PNorm = 137.3847, GNorm = 0.0622, lr_0 = 9.4679e-04
Validation prc-auc = 0.027985
Epoch 1071
Validation prc-auc = 0.029421
Epoch 1072
Validation prc-auc = 0.029755
Epoch 1073
Validation prc-auc = 0.029564
Epoch 1074
Validation prc-auc = 0.029284
Epoch 1075
Loss = 1.0247e-02, PNorm = 137.4505, GNorm = 0.2077, lr_0 = 9.4657e-04
Validation prc-auc = 0.028833
Epoch 1076
Validation prc-auc = 0.028681
Epoch 1077
Validation prc-auc = 0.028506
Epoch 1078
Validation prc-auc = 0.027887
Epoch 1079
Validation prc-auc = 0.027626
Epoch 1080
Loss = 2.5353e-03, PNorm = 137.5326, GNorm = 0.0523, lr_0 = 9.4632e-04
Validation prc-auc = 0.027800
Epoch 1081
Validation prc-auc = 0.027245
Epoch 1082
Validation prc-auc = 0.027096
Epoch 1083
Validation prc-auc = 0.026907
Epoch 1084
Loss = 3.4014e-03, PNorm = 137.5826, GNorm = 0.0227, lr_0 = 9.4610e-04
Loss = 2.5825e-04, PNorm = 137.5859, GNorm = 0.0136, lr_0 = 9.4608e-04
Validation prc-auc = 0.026915
Epoch 1085
Validation prc-auc = 0.026851
Epoch 1086
Validation prc-auc = 0.026870
Epoch 1087
Validation prc-auc = 0.026759
Epoch 1088
Validation prc-auc = 0.026358
Epoch 1089
Loss = 5.5242e-03, PNorm = 137.6222, GNorm = 0.0202, lr_0 = 9.4585e-04
Loss = 1.0997e-03, PNorm = 137.6252, GNorm = 0.0394, lr_0 = 9.4583e-04
Validation prc-auc = 0.025862
Epoch 1090
Validation prc-auc = 0.025675
Epoch 1091
Validation prc-auc = 0.026100
Epoch 1092
Validation prc-auc = 0.027127
Epoch 1093
Validation prc-auc = 0.028110
Epoch 1094
Loss = 2.3402e-03, PNorm = 137.6651, GNorm = 0.0897, lr_0 = 9.4561e-04
Validation prc-auc = 0.028680
Epoch 1095
Validation prc-auc = 0.029210
Epoch 1096
Validation prc-auc = 0.029077
Epoch 1097
Validation prc-auc = 0.029094
Epoch 1098
Validation prc-auc = 0.028897
Epoch 1099
Loss = 2.8065e-01, PNorm = 137.7096, GNorm = 2.1661, lr_0 = 9.4536e-04
Validation prc-auc = 0.029478
Epoch 1100
Validation prc-auc = 0.029650
Epoch 1101
Validation prc-auc = 0.029587
Epoch 1102
Validation prc-auc = 0.030212
Epoch 1103
Loss = 2.4731e-03, PNorm = 137.7341, GNorm = 0.1164, lr_0 = 9.4515e-04
Loss = 5.9388e-04, PNorm = 137.7368, GNorm = 0.0355, lr_0 = 9.4513e-04
Validation prc-auc = 0.031202
Epoch 1104
Validation prc-auc = 0.031525
Epoch 1105
Validation prc-auc = 0.031588
Epoch 1106
Validation prc-auc = 0.031561
Epoch 1107
Validation prc-auc = 0.031605
Epoch 1108
Loss = 8.0804e-02, PNorm = 137.7730, GNorm = 0.0193, lr_0 = 9.4489e-04
Validation prc-auc = 0.031162
Epoch 1109
Validation prc-auc = 0.030860
Epoch 1110
Validation prc-auc = 0.030683
Epoch 1111
Validation prc-auc = 0.031390
Epoch 1112
Validation prc-auc = 0.033005
Epoch 1113
Loss = 3.2850e-02, PNorm = 137.7984, GNorm = 1.1322, lr_0 = 9.4466e-04
Validation prc-auc = 0.033534
Epoch 1114
Validation prc-auc = 0.033809
Epoch 1115
Validation prc-auc = 0.033735
Epoch 1116
Validation prc-auc = 0.033773
Epoch 1117
Loss = 1.4052e-03, PNorm = 137.9136, GNorm = 0.0477, lr_0 = 9.4444e-04
Loss = 1.2403e-03, PNorm = 137.9215, GNorm = 0.0584, lr_0 = 9.4443e-04
Validation prc-auc = 0.033634
Epoch 1118
Validation prc-auc = 0.033706
Epoch 1119
Validation prc-auc = 0.033471
Epoch 1120
Validation prc-auc = 0.034153
Epoch 1121
Validation prc-auc = 0.034379
Epoch 1122
Loss = 1.4254e-03, PNorm = 137.9937, GNorm = 0.0133, lr_0 = 9.4419e-04
Loss = 1.6412e-04, PNorm = 137.9978, GNorm = 0.0084, lr_0 = 9.4417e-04
Validation prc-auc = 0.033825
Epoch 1123
Validation prc-auc = 0.033234
Epoch 1124
Validation prc-auc = 0.032679
Epoch 1125
Validation prc-auc = 0.032260
Epoch 1126
Validation prc-auc = 0.031419
Epoch 1127
Loss = 8.1343e-03, PNorm = 138.0525, GNorm = 0.2393, lr_0 = 9.4396e-04
Validation prc-auc = 0.030351
Epoch 1128
Validation prc-auc = 0.029796
Epoch 1129
Validation prc-auc = 0.029331
Epoch 1130
Validation prc-auc = 0.029265
Epoch 1131
Validation prc-auc = 0.028360
Epoch 1132
Loss = 4.8212e-04, PNorm = 138.1047, GNorm = 0.0194, lr_0 = 9.4371e-04
Validation prc-auc = 0.027573
Epoch 1133
Validation prc-auc = 0.027560
Epoch 1134
Validation prc-auc = 0.028073
Epoch 1135
Validation prc-auc = 0.029078
Epoch 1136
Loss = 4.2405e-03, PNorm = 138.1471, GNorm = 0.2295, lr_0 = 9.4349e-04
Loss = 8.3843e-06, PNorm = 138.1502, GNorm = 0.0005, lr_0 = 9.4347e-04
Validation prc-auc = 0.030030
Epoch 1137
Validation prc-auc = 0.030619
Epoch 1138
Validation prc-auc = 0.030633
Epoch 1139
Validation prc-auc = 0.030630
Epoch 1140
Validation prc-auc = 0.028970
Epoch 1141
Loss = 1.3872e-04, PNorm = 138.1987, GNorm = 0.0150, lr_0 = 9.4324e-04
Validation prc-auc = 0.028210
Epoch 1142
Validation prc-auc = 0.028132
Epoch 1143
Validation prc-auc = 0.028304
Epoch 1144
Validation prc-auc = 0.027037
Epoch 1145
Validation prc-auc = 0.025496
Epoch 1146
Loss = 8.4621e-02, PNorm = 138.2561, GNorm = 1.2002, lr_0 = 9.4300e-04
Validation prc-auc = 0.024507
Epoch 1147
Validation prc-auc = 0.022873
Epoch 1148
Validation prc-auc = 0.020818
Epoch 1149
Validation prc-auc = 0.022205
Epoch 1150
Loss = 5.7422e-02, PNorm = 138.3886, GNorm = 1.4639, lr_0 = 9.4279e-04
Loss = 1.3320e-03, PNorm = 138.4067, GNorm = 0.0463, lr_0 = 9.4277e-04
Validation prc-auc = 0.026225
Epoch 1151
Validation prc-auc = 0.028071
Epoch 1152
Validation prc-auc = 0.028919
Epoch 1153
Validation prc-auc = 0.029652
Epoch 1154
Validation prc-auc = 0.029826
Epoch 1155
Loss = 1.1735e-03, PNorm = 138.5729, GNorm = 0.0513, lr_0 = 9.4253e-04
Loss = 1.5361e-03, PNorm = 138.5801, GNorm = 0.1300, lr_0 = 9.4252e-04
Validation prc-auc = 0.030240
Epoch 1156
Validation prc-auc = 0.030453
Epoch 1157
Validation prc-auc = 0.032105
Epoch 1158
Validation prc-auc = 0.032178
Epoch 1159
Validation prc-auc = 0.031883
Epoch 1160
Loss = 1.2028e-01, PNorm = 138.6627, GNorm = 3.1808, lr_0 = 9.4230e-04
Validation prc-auc = 0.030441
Epoch 1161
Validation prc-auc = 0.028105
Epoch 1162
Validation prc-auc = 0.026621
Epoch 1163
Validation prc-auc = 0.025287
Epoch 1164
Validation prc-auc = 0.023998
Epoch 1165
Loss = 7.8968e-03, PNorm = 138.8326, GNorm = 0.2307, lr_0 = 9.4205e-04
Validation prc-auc = 0.023222
Epoch 1166
Validation prc-auc = 0.021906
Epoch 1167
Validation prc-auc = 0.020640
Epoch 1168
Validation prc-auc = 0.019534
Epoch 1169
Loss = 1.4393e-01, PNorm = 138.9341, GNorm = 4.4082, lr_0 = 9.4183e-04
Loss = 1.6455e-01, PNorm = 138.9444, GNorm = 11.0342, lr_0 = 9.4182e-04
Validation prc-auc = 0.021422
Epoch 1170
Validation prc-auc = 0.022869
Epoch 1171
Validation prc-auc = 0.024620
Epoch 1172
Validation prc-auc = 0.026113
Epoch 1173
Validation prc-auc = 0.026268
Epoch 1174
Loss = 3.9385e-01, PNorm = 139.1987, GNorm = 1.2219, lr_0 = 9.4158e-04
Validation prc-auc = 0.029264
Epoch 1175
Validation prc-auc = 0.029865
Epoch 1176
Validation prc-auc = 0.031597
Epoch 1177
Validation prc-auc = 0.032173
Epoch 1178
Validation prc-auc = 0.032699
Epoch 1179
Loss = 4.6956e-03, PNorm = 139.5130, GNorm = 0.0978, lr_0 = 9.4135e-04
Validation prc-auc = 0.033371
Epoch 1180
Validation prc-auc = 0.034531
Epoch 1181
Validation prc-auc = 0.034647
Epoch 1182
Validation prc-auc = 0.034516
Epoch 1183
Loss = 1.7749e-03, PNorm = 139.6987, GNorm = 0.0061, lr_0 = 9.4112e-04
Validation prc-auc = 0.034313
Epoch 1184
Validation prc-auc = 0.034216
Epoch 1185
Validation prc-auc = 0.034114
Epoch 1186
Validation prc-auc = 0.033932
Epoch 1187
Validation prc-auc = 0.034585
Epoch 1188
Loss = 8.5754e-03, PNorm = 139.7895, GNorm = 0.0753, lr_0 = 9.4088e-04
Loss = 1.1424e-04, PNorm = 139.7945, GNorm = 0.0054, lr_0 = 9.4087e-04
Validation prc-auc = 0.034820
Epoch 1189
Validation prc-auc = 0.035058
Epoch 1190
Validation prc-auc = 0.035811
Epoch 1191
Validation prc-auc = 0.037258
Epoch 1192
Validation prc-auc = 0.037621
Epoch 1193
Loss = 1.1613e-02, PNorm = 139.8743, GNorm = 0.5593, lr_0 = 9.4065e-04
Validation prc-auc = 0.037275
Epoch 1194
Validation prc-auc = 0.037272
Epoch 1195
Validation prc-auc = 0.036848
Epoch 1196
Validation prc-auc = 0.036486
Epoch 1197
Validation prc-auc = 0.036164
Epoch 1198
Loss = 6.2785e-04, PNorm = 139.9393, GNorm = 0.0181, lr_0 = 9.4040e-04
Validation prc-auc = 0.035695
Epoch 1199
Validation prc-auc = 0.035366
Epoch 1200
Validation prc-auc = 0.035602
Epoch 1201
Validation prc-auc = 0.034942
Epoch 1202
Loss = 1.6129e-03, PNorm = 139.9722, GNorm = 0.1863, lr_0 = 9.4018e-04
Loss = 3.1516e-04, PNorm = 139.9743, GNorm = 0.0134, lr_0 = 9.4016e-04
Validation prc-auc = 0.034000
Epoch 1203
Validation prc-auc = 0.033884
Epoch 1204
Validation prc-auc = 0.033653
Epoch 1205
Validation prc-auc = 0.033582
Epoch 1206
Validation prc-auc = 0.033503
Epoch 1207
Loss = 8.3223e-04, PNorm = 139.9968, GNorm = 0.0584, lr_0 = 9.3993e-04
Loss = 1.7901e-05, PNorm = 139.9981, GNorm = 0.0012, lr_0 = 9.3991e-04
Validation prc-auc = 0.033265
Epoch 1208
Validation prc-auc = 0.033181
Epoch 1209
Validation prc-auc = 0.033338
Epoch 1210
Validation prc-auc = 0.033288
Epoch 1211
Validation prc-auc = 0.033034
Epoch 1212
Loss = 1.6992e-02, PNorm = 140.0194, GNorm = 0.8003, lr_0 = 9.3970e-04
Validation prc-auc = 0.033297
Epoch 1213
Validation prc-auc = 0.033484
Epoch 1214
Validation prc-auc = 0.033348
Epoch 1215
Validation prc-auc = 0.033580
Epoch 1216
Loss = 1.5101e-03, PNorm = 140.0681, GNorm = 0.0229, lr_0 = 9.3946e-04
Validation prc-auc = 0.033965
Epoch 1217
Validation prc-auc = 0.034049
Epoch 1218
Validation prc-auc = 0.033959
Epoch 1219
Validation prc-auc = 0.033871
Epoch 1220
Validation prc-auc = 0.033907
Epoch 1221
Loss = 1.0637e-03, PNorm = 140.0989, GNorm = 0.0287, lr_0 = 9.3923e-04
Loss = 1.1101e-04, PNorm = 140.1004, GNorm = 0.0051, lr_0 = 9.3922e-04
Validation prc-auc = 0.033682
Epoch 1222
Validation prc-auc = 0.033769
Epoch 1223
Validation prc-auc = 0.033995
Epoch 1224
Validation prc-auc = 0.033901
Epoch 1225
Validation prc-auc = 0.032358
Epoch 1226
Loss = 1.9676e-03, PNorm = 140.1182, GNorm = 0.0578, lr_0 = 9.3900e-04
Validation prc-auc = 0.031755
Epoch 1227
Validation prc-auc = 0.031399
Epoch 1228
Validation prc-auc = 0.031946
Epoch 1229
Validation prc-auc = 0.031877
Epoch 1230
Validation prc-auc = 0.032950
Epoch 1231
Loss = 5.3971e-04, PNorm = 140.1637, GNorm = 0.0160, lr_0 = 9.3875e-04
Validation prc-auc = 0.033061
Epoch 1232
Validation prc-auc = 0.033200
Epoch 1233
Validation prc-auc = 0.033249
Epoch 1234
Validation prc-auc = 0.033285
Epoch 1235
Loss = 1.6299e-03, PNorm = 140.2001, GNorm = 0.1718, lr_0 = 9.3853e-04
Loss = 1.1960e-05, PNorm = 140.2021, GNorm = 0.0008, lr_0 = 9.3852e-04
Validation prc-auc = 0.033254
Epoch 1236
Validation prc-auc = 0.033534
Epoch 1237
Validation prc-auc = 0.033645
Epoch 1238
Validation prc-auc = 0.033594
Epoch 1239
Validation prc-auc = 0.033707
Epoch 1240
Loss = 4.2638e-04, PNorm = 140.2208, GNorm = 0.0025, lr_0 = 9.3828e-04
Loss = 1.6112e-05, PNorm = 140.2216, GNorm = 0.0010, lr_0 = 9.3827e-04
Validation prc-auc = 0.033743
Epoch 1241
Validation prc-auc = 0.033736
Epoch 1242
Validation prc-auc = 0.033910
Epoch 1243
Validation prc-auc = 0.033907
Epoch 1244
Validation prc-auc = 0.033705
Epoch 1245
Loss = 2.9384e-04, PNorm = 140.2261, GNorm = 0.0344, lr_0 = 9.3805e-04
Validation prc-auc = 0.033701
Epoch 1246
Validation prc-auc = 0.034192
Epoch 1247
Validation prc-auc = 0.034738
Epoch 1248
Validation prc-auc = 0.035159
Epoch 1249
Loss = 6.8724e-04, PNorm = 140.2377, GNorm = 0.0032, lr_0 = 9.3782e-04
Validation prc-auc = 0.035257
Epoch 1250
Validation prc-auc = 0.035311
Epoch 1251
Validation prc-auc = 0.035064
Epoch 1252
Validation prc-auc = 0.034813
Epoch 1253
Validation prc-auc = 0.035086
Epoch 1254
Loss = 4.2144e-04, PNorm = 140.2746, GNorm = 0.0164, lr_0 = 9.3758e-04
Loss = 9.2503e-03, PNorm = 140.2796, GNorm = 0.2305, lr_0 = 9.3757e-04
Validation prc-auc = 0.035516
Epoch 1255
Validation prc-auc = 0.035883
Epoch 1256
Validation prc-auc = 0.035858
Epoch 1257
Validation prc-auc = 0.036026
Epoch 1258
Validation prc-auc = 0.035475
Epoch 1259
Loss = 6.1355e-04, PNorm = 140.3392, GNorm = 0.0184, lr_0 = 9.3735e-04
Validation prc-auc = 0.035849
Epoch 1260
Validation prc-auc = 0.035236
Epoch 1261
Validation prc-auc = 0.034894
Epoch 1262
Validation prc-auc = 0.034647
Epoch 1263
Validation prc-auc = 0.034263
Epoch 1264
Loss = 3.1672e-03, PNorm = 140.4090, GNorm = 0.1183, lr_0 = 9.3710e-04
Validation prc-auc = 0.033092
Epoch 1265
Validation prc-auc = 0.032279
Epoch 1266
Validation prc-auc = 0.031298
Epoch 1267
Validation prc-auc = 0.030765
Epoch 1268
Loss = 7.1267e-04, PNorm = 140.4535, GNorm = 0.0031, lr_0 = 9.3689e-04
Loss = 1.1972e-04, PNorm = 140.4566, GNorm = 0.0058, lr_0 = 9.3687e-04
Validation prc-auc = 0.030383
Epoch 1269
Validation prc-auc = 0.030419
Epoch 1270
Validation prc-auc = 0.030277
Epoch 1271
Validation prc-auc = 0.029938
Epoch 1272
Validation prc-auc = 0.029860
Epoch 1273
Loss = 8.8508e-02, PNorm = 140.4873, GNorm = 1.2784, lr_0 = 9.3664e-04
Loss = 1.6162e-04, PNorm = 140.4896, GNorm = 0.0070, lr_0 = 9.3662e-04
Validation prc-auc = 0.030670
Epoch 1274
Validation prc-auc = 0.030471
Epoch 1275
Validation prc-auc = 0.030597
Epoch 1276
Validation prc-auc = 0.030174
Epoch 1277
Validation prc-auc = 0.029569
Epoch 1278
Loss = 6.1547e-03, PNorm = 140.5288, GNorm = 0.1539, lr_0 = 9.3641e-04
Validation prc-auc = 0.029806
Epoch 1279
Validation prc-auc = 0.029728
Epoch 1280
Validation prc-auc = 0.030043
Epoch 1281
Validation prc-auc = 0.030442
Epoch 1282
Validation prc-auc = 0.031027
Epoch 1283
Loss = 1.4334e-03, PNorm = 140.5796, GNorm = 0.0411, lr_0 = 9.3616e-04
Validation prc-auc = 0.030445
Epoch 1284
Validation prc-auc = 0.030861
Epoch 1285
Validation prc-auc = 0.031984
Epoch 1286
Validation prc-auc = 0.032904
Epoch 1287
Loss = 3.9428e-03, PNorm = 140.6198, GNorm = 0.3664, lr_0 = 9.3594e-04
Loss = 4.5009e-03, PNorm = 140.6231, GNorm = 0.1708, lr_0 = 9.3592e-04
Validation prc-auc = 0.033294
Epoch 1288
Validation prc-auc = 0.033641
Epoch 1289
Validation prc-auc = 0.034295
Epoch 1290
Validation prc-auc = 0.034352
Epoch 1291
Validation prc-auc = 0.034706
Epoch 1292
Loss = 1.4936e-04, PNorm = 140.6572, GNorm = 0.0097, lr_0 = 9.3571e-04
Validation prc-auc = 0.034562
Epoch 1293
Validation prc-auc = 0.034589
Epoch 1294
Validation prc-auc = 0.034967
Epoch 1295
Validation prc-auc = 0.034375
Epoch 1296
Validation prc-auc = 0.035455
Epoch 1297
Loss = 5.6560e-03, PNorm = 140.6847, GNorm = 0.3003, lr_0 = 9.3546e-04
Validation prc-auc = 0.035003
Epoch 1298
Validation prc-auc = 0.035232
Epoch 1299
Validation prc-auc = 0.035159
Epoch 1300
Validation prc-auc = 0.035430
Epoch 1301
Loss = 1.2917e-03, PNorm = 140.7053, GNorm = 0.0730, lr_0 = 9.3524e-04
Loss = 3.2584e-06, PNorm = 140.7068, GNorm = 0.0003, lr_0 = 9.3523e-04
Validation prc-auc = 0.035317
Epoch 1302
Validation prc-auc = 0.035331
Epoch 1303
Validation prc-auc = 0.035363
Epoch 1304
Validation prc-auc = 0.035213
Epoch 1305
Validation prc-auc = 0.035190
Epoch 1306
Loss = 1.9561e-04, PNorm = 140.7220, GNorm = 0.0083, lr_0 = 9.3499e-04
Loss = 1.5218e-05, PNorm = 140.7229, GNorm = 0.0011, lr_0 = 9.3498e-04
Validation prc-auc = 0.035159
Epoch 1307
Validation prc-auc = 0.035160
Epoch 1308
Validation prc-auc = 0.035205
Epoch 1309
Validation prc-auc = 0.034602
Epoch 1310
Validation prc-auc = 0.034160
Epoch 1311
Loss = 2.2101e-04, PNorm = 140.7330, GNorm = 0.0071, lr_0 = 9.3476e-04
Validation prc-auc = 0.033467
Epoch 1312
Validation prc-auc = 0.033376
Epoch 1313
Validation prc-auc = 0.033256
Epoch 1314
Validation prc-auc = 0.032963
Epoch 1315
Validation prc-auc = 0.032959
Epoch 1316
Loss = 1.4644e-04, PNorm = 140.7447, GNorm = 0.0063, lr_0 = 9.3451e-04
Validation prc-auc = 0.032888
Epoch 1317
Validation prc-auc = 0.033051
Epoch 1318
Validation prc-auc = 0.032441
Epoch 1319
Validation prc-auc = 0.032297
Epoch 1320
Loss = 2.7448e-02, PNorm = 140.7601, GNorm = 1.7138, lr_0 = 9.3430e-04
Loss = 1.4434e-02, PNorm = 140.7633, GNorm = 1.5039, lr_0 = 9.3428e-04
Validation prc-auc = 0.032688
Epoch 1321
Validation prc-auc = 0.032843
Epoch 1322
Validation prc-auc = 0.033301
Epoch 1323
Validation prc-auc = 0.033298
Epoch 1324
Validation prc-auc = 0.033256
Epoch 1325
Loss = 7.7441e-05, PNorm = 140.8114, GNorm = 0.0027, lr_0 = 9.3407e-04
Validation prc-auc = 0.035117
Epoch 1326
Validation prc-auc = 0.038307
Epoch 1327
Validation prc-auc = 0.034947
Epoch 1328
Validation prc-auc = 0.032010
Epoch 1329
Validation prc-auc = 0.027291
Epoch 1330
Loss = 1.0232e-02, PNorm = 141.0836, GNorm = 0.4242, lr_0 = 9.3382e-04
Validation prc-auc = 0.024817
Epoch 1331
Validation prc-auc = 0.023456
Epoch 1332
Validation prc-auc = 0.023642
Epoch 1333
Validation prc-auc = 0.023756
Epoch 1334
Loss = 8.7489e-03, PNorm = 141.3247, GNorm = 0.0960, lr_0 = 9.3360e-04
Loss = 2.5032e-03, PNorm = 141.3388, GNorm = 0.1458, lr_0 = 9.3359e-04
Validation prc-auc = 0.023398
Epoch 1335
Validation prc-auc = 0.023400
Epoch 1336
Validation prc-auc = 0.022929
Epoch 1337
Validation prc-auc = 0.023371
Epoch 1338
Validation prc-auc = 0.023790
Epoch 1339
Loss = 1.1521e-03, PNorm = 141.4861, GNorm = 0.0363, lr_0 = 9.3336e-04
Loss = 5.0662e-02, PNorm = 141.4941, GNorm = 6.7653, lr_0 = 9.3334e-04
Validation prc-auc = 0.023746
Epoch 1340
Validation prc-auc = 0.022875
Epoch 1341
Validation prc-auc = 0.022708
Epoch 1342
Validation prc-auc = 0.022212
Epoch 1343
Validation prc-auc = 0.021576
Epoch 1344
Loss = 1.0417e-02, PNorm = 141.6206, GNorm = 0.7519, lr_0 = 9.3312e-04
Validation prc-auc = 0.022944
Epoch 1345
Validation prc-auc = 0.026005
Epoch 1346
Validation prc-auc = 0.026792
Epoch 1347
Validation prc-auc = 0.026679
Epoch 1348
Validation prc-auc = 0.027623
Epoch 1349
Loss = 1.1481e-01, PNorm = 141.8626, GNorm = 2.3124, lr_0 = 9.3288e-04
Validation prc-auc = 0.030010
Epoch 1350
Validation prc-auc = 0.031632
Epoch 1351
Validation prc-auc = 0.031525
Epoch 1352
Validation prc-auc = 0.030302
Epoch 1353
Loss = 9.3180e-02, PNorm = 142.1906, GNorm = 0.1502, lr_0 = 9.3266e-04
Loss = 1.9977e-02, PNorm = 142.2140, GNorm = 0.4105, lr_0 = 9.3264e-04
Validation prc-auc = 0.031641
Epoch 1354
Validation prc-auc = 0.032349
Epoch 1355
Validation prc-auc = 0.026493
Epoch 1356
Validation prc-auc = 0.025763
Epoch 1357
Validation prc-auc = 0.025798
Epoch 1358
Loss = 4.4310e-02, PNorm = 142.5319, GNorm = 0.1676, lr_0 = 9.3241e-04
Validation prc-auc = 0.025377
Epoch 1359
Validation prc-auc = 0.025890
Epoch 1360
Validation prc-auc = 0.026297
Epoch 1361
Validation prc-auc = 0.026403
Epoch 1362
Validation prc-auc = 0.026196
Epoch 1363
Loss = 3.4509e-03, PNorm = 142.8188, GNorm = 0.0844, lr_0 = 9.3218e-04
Validation prc-auc = 0.026294
Epoch 1364
Validation prc-auc = 0.025383
Epoch 1365
Validation prc-auc = 0.023764
Epoch 1366
Validation prc-auc = 0.022737
Epoch 1367
Loss = 5.2224e-02, PNorm = 143.0064, GNorm = 1.0226, lr_0 = 9.3197e-04
Loss = 2.7234e-02, PNorm = 143.0229, GNorm = 0.6784, lr_0 = 9.3195e-04
Validation prc-auc = 0.023560
Epoch 1368
Validation prc-auc = 0.024810
Epoch 1369
Validation prc-auc = 0.025534
Epoch 1370
Validation prc-auc = 0.025747
Epoch 1371
Validation prc-auc = 0.026055
Epoch 1372
Loss = 1.9256e-02, PNorm = 143.3342, GNorm = 0.2821, lr_0 = 9.3172e-04
Loss = 1.5423e-03, PNorm = 143.3577, GNorm = 0.0529, lr_0 = 9.3170e-04
Validation prc-auc = 0.026809
Epoch 1373
Validation prc-auc = 0.027970
Epoch 1374
Validation prc-auc = 0.029797
Epoch 1375
Validation prc-auc = 0.031695
Epoch 1376
Validation prc-auc = 0.032041
Epoch 1377
Loss = 1.9697e-02, PNorm = 143.6778, GNorm = 0.4793, lr_0 = 9.3149e-04
Validation prc-auc = 0.031463
Epoch 1378
Validation prc-auc = 0.030660
Epoch 1379
Validation prc-auc = 0.029368
Epoch 1380
Validation prc-auc = 0.029886
Epoch 1381
Validation prc-auc = 0.029820
Epoch 1382
Loss = 1.3473e-01, PNorm = 143.9379, GNorm = 3.8599, lr_0 = 9.3124e-04
Validation prc-auc = 0.030338
Epoch 1383
Validation prc-auc = 0.030638
Epoch 1384
Validation prc-auc = 0.031112
Epoch 1385
Validation prc-auc = 0.031354
Epoch 1386
Loss = 7.7072e-03, PNorm = 144.1966, GNorm = 0.1446, lr_0 = 9.3102e-04
Loss = 6.6480e-03, PNorm = 144.2094, GNorm = 0.4032, lr_0 = 9.3101e-04
Validation prc-auc = 0.029831
Epoch 1387
Validation prc-auc = 0.029061
Epoch 1388
Validation prc-auc = 0.028293
Epoch 1389
Validation prc-auc = 0.027676
Epoch 1390
Validation prc-auc = 0.027425
Epoch 1391
Loss = 8.4562e-03, PNorm = 144.3454, GNorm = 0.2254, lr_0 = 9.3078e-04
Validation prc-auc = 0.027211
Epoch 1392
Validation prc-auc = 0.027217
Epoch 1393
Validation prc-auc = 0.027324
Epoch 1394
Validation prc-auc = 0.028488
Epoch 1395
Validation prc-auc = 0.030522
Epoch 1396
Loss = 7.2725e-02, PNorm = 144.4496, GNorm = 1.1835, lr_0 = 9.3055e-04
Validation prc-auc = 0.032274
Epoch 1397
Validation prc-auc = 0.031750
Epoch 1398
Validation prc-auc = 0.031416
Epoch 1399
Validation prc-auc = 0.032286
Epoch 1400
Loss = 4.6606e-02, PNorm = 144.5375, GNorm = 0.1880, lr_0 = 9.3033e-04
Loss = 7.4677e-02, PNorm = 144.5448, GNorm = 2.2934, lr_0 = 9.3032e-04
Validation prc-auc = 0.033301
Epoch 1401
Validation prc-auc = 0.033102
Epoch 1402
Validation prc-auc = 0.033020
Epoch 1403
Validation prc-auc = 0.033087
Epoch 1404
Validation prc-auc = 0.032544
Epoch 1405
Loss = 4.0377e-02, PNorm = 144.6738, GNorm = 2.1628, lr_0 = 9.3008e-04
Loss = 4.1373e-03, PNorm = 144.6836, GNorm = 0.1380, lr_0 = 9.3007e-04
Validation prc-auc = 0.032133
Epoch 1406
Validation prc-auc = 0.032486
Epoch 1407
Validation prc-auc = 0.032902
Epoch 1408
Validation prc-auc = 0.032760
Epoch 1409
Validation prc-auc = 0.031269
Epoch 1410
Loss = 1.2827e-01, PNorm = 144.8096, GNorm = 2.0296, lr_0 = 9.2985e-04
Validation prc-auc = 0.031614
Epoch 1411
Validation prc-auc = 0.032499
Epoch 1412
Validation prc-auc = 0.033315
Epoch 1413
Validation prc-auc = 0.033328
Epoch 1414
Validation prc-auc = 0.032658
Epoch 1415
Loss = 3.8698e-04, PNorm = 144.9526, GNorm = 0.0159, lr_0 = 9.2961e-04
Validation prc-auc = 0.032564
Epoch 1416
Validation prc-auc = 0.032686
Epoch 1417
Validation prc-auc = 0.032101
Epoch 1418
Validation prc-auc = 0.031813
Epoch 1419
Loss = 1.9644e-04, PNorm = 145.0259, GNorm = 0.0109, lr_0 = 9.2939e-04
Loss = 1.9607e-03, PNorm = 145.0292, GNorm = 0.2164, lr_0 = 9.2938e-04
Validation prc-auc = 0.031773
Epoch 1420
Validation prc-auc = 0.031723
Epoch 1421
Validation prc-auc = 0.031718
Epoch 1422
Validation prc-auc = 0.031342
Epoch 1423
Validation prc-auc = 0.031236
Epoch 1424
Loss = 2.6011e-02, PNorm = 145.0553, GNorm = 2.8120, lr_0 = 9.2914e-04
Validation prc-auc = 0.031519
Epoch 1425
Validation prc-auc = 0.030682
Epoch 1426
Validation prc-auc = 0.029106
Epoch 1427
Validation prc-auc = 0.026924
Epoch 1428
Validation prc-auc = 0.025783
Epoch 1429
Loss = 6.1330e-04, PNorm = 145.1816, GNorm = 0.0192, lr_0 = 9.2891e-04
Validation prc-auc = 0.025037
Epoch 1430
Validation prc-auc = 0.024934
Epoch 1431
Validation prc-auc = 0.025816
Epoch 1432
Validation prc-auc = 0.026262
Epoch 1433
Loss = 1.4155e-02, PNorm = 145.3563, GNorm = 0.4963, lr_0 = 9.2868e-04
Validation prc-auc = 0.026959
Epoch 1434
Validation prc-auc = 0.028506
Epoch 1435
Validation prc-auc = 0.029185
Epoch 1436
Validation prc-auc = 0.031313
Epoch 1437
Validation prc-auc = 0.031811
Epoch 1438
Loss = 3.1641e-03, PNorm = 145.4844, GNorm = 0.0421, lr_0 = 9.2845e-04
Loss = 4.3623e-02, PNorm = 145.4911, GNorm = 2.2268, lr_0 = 9.2844e-04
Validation prc-auc = 0.032659
Epoch 1439
Validation prc-auc = 0.034582
Epoch 1440
Validation prc-auc = 0.035309
Epoch 1441
Validation prc-auc = 0.037290
Epoch 1442
Validation prc-auc = 0.038853
Epoch 1443
Loss = 3.6971e-03, PNorm = 145.5619, GNorm = 0.2258, lr_0 = 9.2822e-04
Validation prc-auc = 0.038610
Epoch 1444
Validation prc-auc = 0.037837
Epoch 1445
Validation prc-auc = 0.036751
Epoch 1446
Validation prc-auc = 0.035827
Epoch 1447
Validation prc-auc = 0.034382
Epoch 1448
Loss = 2.9804e-04, PNorm = 145.6504, GNorm = 0.0100, lr_0 = 9.2798e-04
Validation prc-auc = 0.034989
Epoch 1449
Validation prc-auc = 0.034249
Epoch 1450
Validation prc-auc = 0.034324
Epoch 1451
Validation prc-auc = 0.032812
Epoch 1452
Loss = 1.0958e-03, PNorm = 145.6988, GNorm = 0.0257, lr_0 = 9.2776e-04
Loss = 1.1664e-03, PNorm = 145.7020, GNorm = 0.0389, lr_0 = 9.2775e-04
Validation prc-auc = 0.031539
Epoch 1453
Validation prc-auc = 0.030952
Epoch 1454
Validation prc-auc = 0.031109
Epoch 1455
Validation prc-auc = 0.031074
Epoch 1456
Validation prc-auc = 0.030870
Epoch 1457
Loss = 1.7117e-03, PNorm = 145.7475, GNorm = 0.0715, lr_0 = 9.2752e-04
Loss = 1.7614e-03, PNorm = 145.7506, GNorm = 0.0744, lr_0 = 9.2750e-04
Validation prc-auc = 0.030798
Epoch 1458
Validation prc-auc = 0.030797
Epoch 1459
Validation prc-auc = 0.030589
Epoch 1460
Validation prc-auc = 0.030602
Epoch 1461
Validation prc-auc = 0.030639
Epoch 1462
Loss = 1.8962e-04, PNorm = 145.7792, GNorm = 0.0064, lr_0 = 9.2729e-04
Validation prc-auc = 0.030474
Epoch 1463
Validation prc-auc = 0.038296
Epoch 1464
Validation prc-auc = 0.043027
Epoch 1465
Validation prc-auc = 0.074756
Epoch 1466
Loss = 1.3234e-01, PNorm = 145.9267, GNorm = 0.0286, lr_0 = 9.2706e-04
Validation prc-auc = 0.077244
Epoch 1467
Validation prc-auc = 0.076236
Epoch 1468
Validation prc-auc = 0.076014
Epoch 1469
Validation prc-auc = 0.056625
Epoch 1470
Validation prc-auc = 0.052426
Epoch 1471
Loss = 9.3512e-02, PNorm = 146.3158, GNorm = 1.5800, lr_0 = 9.2683e-04
Loss = 6.9467e-02, PNorm = 146.3490, GNorm = 1.3020, lr_0 = 9.2681e-04
Validation prc-auc = 0.052134
Epoch 1472
Validation prc-auc = 0.048704
Epoch 1473
Validation prc-auc = 0.039760
Epoch 1474
Validation prc-auc = 0.034469
Epoch 1475
Validation prc-auc = 0.030756
Epoch 1476
Loss = 6.2177e-02, PNorm = 146.7171, GNorm = 1.5534, lr_0 = 9.2660e-04
Validation prc-auc = 0.030856
Epoch 1477
Validation prc-auc = 0.036485
Epoch 1478
Validation prc-auc = 0.044620
Epoch 1479
Validation prc-auc = 0.045763
Epoch 1480
Validation prc-auc = 0.043779
Epoch 1481
Loss = 1.7203e-01, PNorm = 147.0625, GNorm = 2.8087, lr_0 = 9.2635e-04
Validation prc-auc = 0.044448
Epoch 1482
Validation prc-auc = 0.044410
Epoch 1483
Validation prc-auc = 0.041459
Epoch 1484
Validation prc-auc = 0.037787
Epoch 1485
Loss = 7.3706e-02, PNorm = 147.4422, GNorm = 0.7811, lr_0 = 9.2614e-04
Loss = 1.7983e-02, PNorm = 147.4735, GNorm = 0.5897, lr_0 = 9.2612e-04
Validation prc-auc = 0.038027
Epoch 1486
Validation prc-auc = 0.039181
Epoch 1487
Validation prc-auc = 0.037856
Epoch 1488
Validation prc-auc = 0.035782
Epoch 1489
Validation prc-auc = 0.035142
Epoch 1490
Loss = 1.1285e-01, PNorm = 147.9173, GNorm = 0.6509, lr_0 = 9.2589e-04
Loss = 1.1802e-01, PNorm = 147.9426, GNorm = 3.0184, lr_0 = 9.2587e-04
Validation prc-auc = 0.036048
Epoch 1491
Validation prc-auc = 0.034576
Epoch 1492
Validation prc-auc = 0.032790
Epoch 1493
Validation prc-auc = 0.032340
Epoch 1494
Validation prc-auc = 0.031707
Epoch 1495
Loss = 4.3963e-03, PNorm = 148.2444, GNorm = 0.2165, lr_0 = 9.2566e-04
Validation prc-auc = 0.031283
Epoch 1496
Validation prc-auc = 0.031255
Epoch 1497
Validation prc-auc = 0.031943
Epoch 1498
Validation prc-auc = 0.032301
Epoch 1499
Loss = 3.6483e-02, PNorm = 148.4350, GNorm = 0.0345, lr_0 = 9.2543e-04
Validation prc-auc = 0.032104
Epoch 1500
Validation prc-auc = 0.032406
Epoch 1501
Validation prc-auc = 0.032048
Epoch 1502
Validation prc-auc = 0.032688
Epoch 1503
Validation prc-auc = 0.032851
Epoch 1504
Loss = 9.3096e-03, PNorm = 148.5557, GNorm = 0.0377, lr_0 = 9.2520e-04
Loss = 9.0566e-05, PNorm = 148.5629, GNorm = 0.0044, lr_0 = 9.2518e-04
Validation prc-auc = 0.033296
Epoch 1505
Validation prc-auc = 0.032846
Epoch 1506
Validation prc-auc = 0.033423
Epoch 1507
Validation prc-auc = 0.033800
Epoch 1508
Validation prc-auc = 0.034789
Epoch 1509
Loss = 2.0273e-03, PNorm = 148.6387, GNorm = 0.0646, lr_0 = 9.2497e-04
Validation prc-auc = 0.035199
Epoch 1510
Validation prc-auc = 0.033695
Epoch 1511
Validation prc-auc = 0.033483
Epoch 1512
Validation prc-auc = 0.033363
Epoch 1513
Validation prc-auc = 0.033365
Epoch 1514
Loss = 4.7393e-02, PNorm = 148.8456, GNorm = 0.8221, lr_0 = 9.2472e-04
Validation prc-auc = 0.032659
Epoch 1515
Validation prc-auc = 0.033207
Epoch 1516
Validation prc-auc = 0.033084
Epoch 1517
Validation prc-auc = 0.032251
Epoch 1518
Loss = 1.2784e-02, PNorm = 149.0539, GNorm = 0.2924, lr_0 = 9.2451e-04
Loss = 3.6962e-03, PNorm = 149.0679, GNorm = 0.1496, lr_0 = 9.2449e-04
Validation prc-auc = 0.032498
Epoch 1519
Validation prc-auc = 0.032916
Epoch 1520
Validation prc-auc = 0.032825
Epoch 1521
Validation prc-auc = 0.032603
Epoch 1522
Validation prc-auc = 0.032536
Epoch 1523
Loss = 3.5806e-03, PNorm = 149.2213, GNorm = 0.2088, lr_0 = 9.2427e-04
Loss = 2.6541e-04, PNorm = 149.2296, GNorm = 0.0107, lr_0 = 9.2425e-04
Validation prc-auc = 0.032604
Epoch 1524
Validation prc-auc = 0.032832
Epoch 1525
Validation prc-auc = 0.032900
Epoch 1526
Validation prc-auc = 0.033101
Epoch 1527
Validation prc-auc = 0.034753
Epoch 1528
Loss = 2.4058e-01, PNorm = 149.3191, GNorm = 5.3912, lr_0 = 9.2404e-04
Validation prc-auc = 0.031406
Epoch 1529
Validation prc-auc = 0.030642
Epoch 1530
Validation prc-auc = 0.029195
Epoch 1531
Validation prc-auc = 0.029146
Epoch 1532
Validation prc-auc = 0.028881
Epoch 1533
Loss = 1.2217e-01, PNorm = 149.5624, GNorm = 1.0620, lr_0 = 9.2379e-04
Validation prc-auc = 0.029901
Epoch 1534
Validation prc-auc = 0.030099
Epoch 1535
Validation prc-auc = 0.029592
Epoch 1536
Validation prc-auc = 0.029602
Epoch 1537
Loss = 2.8330e-02, PNorm = 149.7089, GNorm = 0.4244, lr_0 = 9.2358e-04
Loss = 8.0419e-03, PNorm = 149.7225, GNorm = 0.2501, lr_0 = 9.2356e-04
Validation prc-auc = 0.030000
Epoch 1538
Validation prc-auc = 0.030969
Epoch 1539
Validation prc-auc = 0.030789
Epoch 1540
Validation prc-auc = 0.031086
Epoch 1541
Validation prc-auc = 0.031384
Epoch 1542
Loss = 2.8889e-02, PNorm = 149.8609, GNorm = 2.0010, lr_0 = 9.2335e-04
Validation prc-auc = 0.032231
Epoch 1543
Validation prc-auc = 0.032922
Epoch 1544
Validation prc-auc = 0.033440
Epoch 1545
Validation prc-auc = 0.034044
Epoch 1546
Validation prc-auc = 0.033786
Epoch 1547
Loss = 8.6397e-04, PNorm = 149.9480, GNorm = 0.0440, lr_0 = 9.2310e-04
Validation prc-auc = 0.033250
Epoch 1548
Validation prc-auc = 0.032859
Epoch 1549
Validation prc-auc = 0.034033
Epoch 1550
Validation prc-auc = 0.032236
Epoch 1551
Loss = 2.5138e-03, PNorm = 150.0892, GNorm = 0.1838, lr_0 = 9.2289e-04
Loss = 1.2666e-02, PNorm = 150.1041, GNorm = 0.5153, lr_0 = 9.2287e-04
Validation prc-auc = 0.032554
Epoch 1552
Validation prc-auc = 0.032480
Epoch 1553
Validation prc-auc = 0.031190
Epoch 1554
Validation prc-auc = 0.031105
Epoch 1555
Validation prc-auc = 0.030201
Epoch 1556
Loss = 4.5871e-03, PNorm = 150.2949, GNorm = 0.4259, lr_0 = 9.2264e-04
Loss = 1.3316e-03, PNorm = 150.3053, GNorm = 0.0532, lr_0 = 9.2263e-04
Validation prc-auc = 0.029945
Epoch 1557
Validation prc-auc = 0.029889
Epoch 1558
Validation prc-auc = 0.030201
Epoch 1559
Validation prc-auc = 0.030217
Epoch 1560
Validation prc-auc = 0.028607
Epoch 1561
Loss = 2.2230e-02, PNorm = 150.3932, GNorm = 0.9130, lr_0 = 9.2242e-04
Validation prc-auc = 0.028181
Epoch 1562
Validation prc-auc = 0.028032
Epoch 1563
Validation prc-auc = 0.028193
Epoch 1564
Validation prc-auc = 0.027613
Epoch 1565
Validation prc-auc = 0.027471
Epoch 1566
Loss = 1.4236e-03, PNorm = 150.5033, GNorm = 0.0485, lr_0 = 9.2217e-04
Validation prc-auc = 0.027596
Epoch 1567
Validation prc-auc = 0.026927
Epoch 1568
Validation prc-auc = 0.026736
Epoch 1569
Validation prc-auc = 0.026443
Epoch 1570
Loss = 1.5492e-03, PNorm = 150.5555, GNorm = 0.0330, lr_0 = 9.2196e-04
Loss = 1.6977e-02, PNorm = 150.5602, GNorm = 0.6109, lr_0 = 9.2194e-04
Validation prc-auc = 0.026390
Epoch 1571
Validation prc-auc = 0.026477
Epoch 1572
Validation prc-auc = 0.026582
Epoch 1573
Validation prc-auc = 0.026631
Epoch 1574
Validation prc-auc = 0.026459
Epoch 1575
Loss = 1.5921e-03, PNorm = 150.6020, GNorm = 0.0409, lr_0 = 9.2173e-04
Validation prc-auc = 0.026280
Epoch 1576
Validation prc-auc = 0.025855
Epoch 1577
Validation prc-auc = 0.026840
Epoch 1578
Validation prc-auc = 0.027065
Epoch 1579
Validation prc-auc = 0.027302
Epoch 1580
Loss = 3.4893e-03, PNorm = 150.7015, GNorm = 0.1089, lr_0 = 9.2148e-04
Validation prc-auc = 0.027518
Epoch 1581
Validation prc-auc = 0.027680
Epoch 1582
Validation prc-auc = 0.027881
Epoch 1583
Validation prc-auc = 0.027982
Epoch 1584
Loss = 4.3447e-02, PNorm = 150.7767, GNorm = 1.3754, lr_0 = 9.2127e-04
Loss = 6.3578e-07, PNorm = 150.7796, GNorm = 0.0000, lr_0 = 9.2125e-04
Validation prc-auc = 0.028215
Epoch 1585
Validation prc-auc = 0.028701
Epoch 1586
Validation prc-auc = 0.028776
Epoch 1587
Validation prc-auc = 0.028982
Epoch 1588
Validation prc-auc = 0.028325
Epoch 1589
Loss = 6.5131e-03, PNorm = 150.8314, GNorm = 0.2413, lr_0 = 9.2103e-04
Loss = 9.9627e-04, PNorm = 150.8379, GNorm = 0.0495, lr_0 = 9.2101e-04
Validation prc-auc = 0.026409
Epoch 1590
Validation prc-auc = 0.026683
Epoch 1591
Validation prc-auc = 0.027230
Epoch 1592
Validation prc-auc = 0.027777
Epoch 1593
Validation prc-auc = 0.028840
Epoch 1594
Loss = 5.3883e-03, PNorm = 150.9513, GNorm = 0.1063, lr_0 = 9.2080e-04
Validation prc-auc = 0.029062
Epoch 1595
Validation prc-auc = 0.029526
Epoch 1596
Validation prc-auc = 0.030313
Epoch 1597
Validation prc-auc = 0.031270
Epoch 1598
Validation prc-auc = 0.031839
Epoch 1599
Loss = 6.5151e-03, PNorm = 151.0617, GNorm = 0.3247, lr_0 = 9.2055e-04
Validation prc-auc = 0.032100
Epoch 1600
Validation prc-auc = 0.031991
Epoch 1601
Validation prc-auc = 0.031420
Epoch 1602
Validation prc-auc = 0.030384
Epoch 1603
Loss = 9.2275e-03, PNorm = 151.1231, GNorm = 0.3427, lr_0 = 9.2034e-04
Loss = 7.7512e-03, PNorm = 151.1296, GNorm = 0.2124, lr_0 = 9.2032e-04
Validation prc-auc = 0.029057
Epoch 1604
Validation prc-auc = 0.029168
Epoch 1605
Validation prc-auc = 0.029609
Epoch 1606
Validation prc-auc = 0.030093
Epoch 1607
Validation prc-auc = 0.030806
Epoch 1608
Loss = 1.3693e-02, PNorm = 151.2586, GNorm = 0.0322, lr_0 = 9.2010e-04
Validation prc-auc = 0.030742
Epoch 1609
Validation prc-auc = 0.030037
Epoch 1610
Validation prc-auc = 0.029782
Epoch 1611
Validation prc-auc = 0.032492
Epoch 1612
Validation prc-auc = 0.032670
Epoch 1613
Loss = 8.6901e-02, PNorm = 151.3947, GNorm = 2.2178, lr_0 = 9.1987e-04
Validation prc-auc = 0.032532
Epoch 1614
Validation prc-auc = 0.030934
Epoch 1615
Validation prc-auc = 0.029867
Epoch 1616
Validation prc-auc = 0.029610
Epoch 1617
Loss = 5.7728e-02, PNorm = 151.5006, GNorm = 3.8451, lr_0 = 9.1966e-04
Loss = 1.5654e-02, PNorm = 151.5104, GNorm = 1.8540, lr_0 = 9.1964e-04
Validation prc-auc = 0.029495
Epoch 1618
Validation prc-auc = 0.029235
Epoch 1619
Validation prc-auc = 0.028756
Epoch 1620
Validation prc-auc = 0.029070
Epoch 1621
Validation prc-auc = 0.027680
Epoch 1622
Loss = 8.2184e-03, PNorm = 151.6547, GNorm = 0.7521, lr_0 = 9.1941e-04
Loss = 3.3489e-03, PNorm = 151.6686, GNorm = 0.2371, lr_0 = 9.1939e-04
Validation prc-auc = 0.026159
Epoch 1623
Validation prc-auc = 0.024215
Epoch 1624
Validation prc-auc = 0.022323
Epoch 1625
Validation prc-auc = 0.021843
Epoch 1626
Validation prc-auc = 0.021422
Epoch 1627
Loss = 1.1515e-02, PNorm = 151.8662, GNorm = 0.3066, lr_0 = 9.1918e-04
Validation prc-auc = 0.021544
Epoch 1628
Validation prc-auc = 0.021809
Epoch 1629
Validation prc-auc = 0.021930
Epoch 1630
Validation prc-auc = 0.022141
Epoch 1631
Validation prc-auc = 0.022211
Epoch 1632
Loss = 3.0303e-03, PNorm = 151.9781, GNorm = 0.1748, lr_0 = 9.1894e-04
Validation prc-auc = 0.023590
Epoch 1633
Validation prc-auc = 0.027410
Epoch 1634
Validation prc-auc = 0.034095
Epoch 1635
Validation prc-auc = 0.035425
Epoch 1636
Loss = 5.4615e-02, PNorm = 152.2106, GNorm = 1.3692, lr_0 = 9.1873e-04
Loss = 7.7559e-03, PNorm = 152.2328, GNorm = 0.3485, lr_0 = 9.1871e-04
Validation prc-auc = 0.033559
Epoch 1637
Validation prc-auc = 0.032166
Epoch 1638
Validation prc-auc = 0.030888
Epoch 1639
Validation prc-auc = 0.031761
Epoch 1640
Validation prc-auc = 0.032484
Epoch 1641
Loss = 6.8058e-02, PNorm = 152.5834, GNorm = 1.1381, lr_0 = 9.1848e-04
Validation prc-auc = 0.032199
Epoch 1642
Validation prc-auc = 0.032002
Epoch 1643
Validation prc-auc = 0.031762
Epoch 1644
Validation prc-auc = 0.028298
Epoch 1645
Validation prc-auc = 0.027166
Epoch 1646
Loss = 3.7571e-02, PNorm = 152.9966, GNorm = 2.2974, lr_0 = 9.1825e-04
Validation prc-auc = 0.026426
Epoch 1647
Validation prc-auc = 0.025625
Epoch 1648
Validation prc-auc = 0.024678
Epoch 1649
Validation prc-auc = 0.023682
Epoch 1650
Loss = 1.0519e-01, PNorm = 153.3292, GNorm = 2.3198, lr_0 = 9.1804e-04
Loss = 5.4664e-02, PNorm = 153.3465, GNorm = 6.5276, lr_0 = 9.1803e-04
Validation prc-auc = 0.024341
Epoch 1651
Validation prc-auc = 0.024623
Epoch 1652
Validation prc-auc = 0.025045
Epoch 1653
Validation prc-auc = 0.025191
Epoch 1654
Validation prc-auc = 0.025195
Epoch 1655
Loss = 2.3692e-02, PNorm = 153.6131, GNorm = 2.5550, lr_0 = 9.1780e-04
Loss = 4.5592e-04, PNorm = 153.6285, GNorm = 0.0453, lr_0 = 9.1778e-04
Validation prc-auc = 0.025017
Epoch 1656
Validation prc-auc = 0.025387
Epoch 1657
Validation prc-auc = 0.026208
Epoch 1658
Validation prc-auc = 0.026264
Epoch 1659
Validation prc-auc = 0.024244
Epoch 1660
Loss = 5.2934e-04, PNorm = 153.8001, GNorm = 0.0230, lr_0 = 9.1757e-04
Validation prc-auc = 0.022969
Epoch 1661
Validation prc-auc = 0.022043
Epoch 1662
Validation prc-auc = 0.024360
Epoch 1663
Validation prc-auc = 0.025398
Epoch 1664
Validation prc-auc = 0.023752
Epoch 1665
Loss = 4.6620e-02, PNorm = 154.3740, GNorm = 1.0066, lr_0 = 9.1733e-04
Validation prc-auc = 0.023339
Epoch 1666
Validation prc-auc = 0.023911
Epoch 1667
Validation prc-auc = 0.025035
Epoch 1668
Validation prc-auc = 0.026826
Epoch 1669
Loss = 4.8073e-02, PNorm = 154.9163, GNorm = 0.8580, lr_0 = 9.1712e-04
Loss = 3.9438e-02, PNorm = 154.9462, GNorm = 0.9994, lr_0 = 9.1710e-04
Validation prc-auc = 0.028949
Epoch 1670
Validation prc-auc = 0.030273
Epoch 1671
Validation prc-auc = 0.032189
Epoch 1672
Validation prc-auc = 0.034179
Epoch 1673
Validation prc-auc = 0.034558
Epoch 1674
Loss = 2.8383e-02, PNorm = 155.2331, GNorm = 0.8932, lr_0 = 9.1687e-04
Validation prc-auc = 0.035877
Epoch 1675
Validation prc-auc = 0.035167
Epoch 1676
Validation prc-auc = 0.035534
Epoch 1677
Validation prc-auc = 0.035266
Epoch 1678
Validation prc-auc = 0.034876
Epoch 1679
Loss = 2.8902e-03, PNorm = 155.3433, GNorm = 0.2879, lr_0 = 9.1664e-04
Validation prc-auc = 0.034547
Epoch 1680
Validation prc-auc = 0.034715
Epoch 1681
Validation prc-auc = 0.034976
Epoch 1682
Validation prc-auc = 0.035072
Epoch 1683
Loss = 2.0939e-04, PNorm = 155.4090, GNorm = 0.0020, lr_0 = 9.1642e-04
Validation prc-auc = 0.035299
Epoch 1684
Validation prc-auc = 0.034456
Epoch 1685
Validation prc-auc = 0.033835
Epoch 1686
Validation prc-auc = 0.034585
Epoch 1687
Validation prc-auc = 0.034350
Epoch 1688
Loss = 1.1179e-04, PNorm = 155.4867, GNorm = 0.0238, lr_0 = 9.1619e-04
Loss = 1.9868e-08, PNorm = 155.4923, GNorm = 0.0000, lr_0 = 9.1617e-04
Validation prc-auc = 0.033253
Epoch 1689
Validation prc-auc = 0.037398
Epoch 1690
Validation prc-auc = 0.037619
Epoch 1691
Validation prc-auc = 0.032581
Epoch 1692
Validation prc-auc = 0.033244
Epoch 1693
Loss = 3.9484e-02, PNorm = 155.8071, GNorm = 1.3015, lr_0 = 9.1596e-04
Validation prc-auc = 0.032027
Epoch 1694
Validation prc-auc = 0.031697
Epoch 1695
Validation prc-auc = 0.030034
Epoch 1696
Validation prc-auc = 0.028290
Epoch 1697
Validation prc-auc = 0.024814
Epoch 1698
Loss = 1.3170e-01, PNorm = 156.3738, GNorm = 2.2925, lr_0 = 9.1572e-04
Validation prc-auc = 0.024977
Epoch 1699
Validation prc-auc = 0.023288
Epoch 1700
Validation prc-auc = 0.022393
Epoch 1701
Validation prc-auc = 0.023043
Epoch 1702
Loss = 2.7993e-02, PNorm = 156.7175, GNorm = 1.1601, lr_0 = 9.1551e-04
Loss = 4.4334e-04, PNorm = 156.7424, GNorm = 0.0278, lr_0 = 9.1549e-04
Validation prc-auc = 0.024798
Epoch 1703
Validation prc-auc = 0.025961
Epoch 1704
Validation prc-auc = 0.026249
Epoch 1705
Validation prc-auc = 0.026930
Epoch 1706
Validation prc-auc = 0.026432
Epoch 1707
Loss = 4.2053e-02, PNorm = 157.0285, GNorm = 2.1329, lr_0 = 9.1526e-04
Loss = 6.2085e-04, PNorm = 157.0432, GNorm = 0.0395, lr_0 = 9.1525e-04
Validation prc-auc = 0.025797
Epoch 1708
Validation prc-auc = 0.026137
Epoch 1709
Validation prc-auc = 0.027082
Epoch 1710
Validation prc-auc = 0.027454
Epoch 1711
Validation prc-auc = 0.027727
Epoch 1712
Loss = 5.4466e-02, PNorm = 157.1997, GNorm = 0.7855, lr_0 = 9.1504e-04
Validation prc-auc = 0.027719
Epoch 1713
Validation prc-auc = 0.028014
Epoch 1714
Validation prc-auc = 0.027895
Epoch 1715
Validation prc-auc = 0.027794
Epoch 1716
Loss = 8.9179e-03, PNorm = 157.2746, GNorm = 0.0229, lr_0 = 9.1481e-04
Validation prc-auc = 0.027885
Epoch 1717
Validation prc-auc = 0.027294
Epoch 1718
Validation prc-auc = 0.027592
Epoch 1719
Validation prc-auc = 0.027816
Epoch 1720
Validation prc-auc = 0.027900
Epoch 1721
Loss = 1.9801e-03, PNorm = 157.3293, GNorm = 0.0825, lr_0 = 9.1458e-04
Loss = 6.6274e-05, PNorm = 157.3331, GNorm = 0.0048, lr_0 = 9.1457e-04
Validation prc-auc = 0.027790
Epoch 1722
Validation prc-auc = 0.027768
Epoch 1723
Validation prc-auc = 0.027929
Epoch 1724
Validation prc-auc = 0.027933
Epoch 1725
Validation prc-auc = 0.027901
Epoch 1726
Loss = 9.6091e-04, PNorm = 157.3861, GNorm = 0.0261, lr_0 = 9.1436e-04
Validation prc-auc = 0.028034
Epoch 1727
Validation prc-auc = 0.027463
Epoch 1728
Validation prc-auc = 0.026608
Epoch 1729
Validation prc-auc = 0.026573
Epoch 1730
Validation prc-auc = 0.027143
Epoch 1731
Loss = 3.1188e-02, PNorm = 157.5028, GNorm = 0.5796, lr_0 = 9.1411e-04
Validation prc-auc = 0.028530
Epoch 1732
Validation prc-auc = 0.030630
Epoch 1733
Validation prc-auc = 0.032581
Epoch 1734
Validation prc-auc = 0.033295
Epoch 1735
Loss = 3.5994e-02, PNorm = 157.6626, GNorm = 0.5188, lr_0 = 9.1390e-04
Loss = 5.8851e-03, PNorm = 157.6712, GNorm = 0.2883, lr_0 = 9.1389e-04
Validation prc-auc = 0.029766
Epoch 1736
Validation prc-auc = 0.028539
Epoch 1737
Validation prc-auc = 0.028118
Epoch 1738
Validation prc-auc = 0.028174
Epoch 1739
Validation prc-auc = 0.028572
Epoch 1740
Loss = 2.9094e-03, PNorm = 157.7982, GNorm = 0.2117, lr_0 = 9.1366e-04
Loss = 2.7418e-02, PNorm = 157.8074, GNorm = 0.5737, lr_0 = 9.1364e-04
Validation prc-auc = 0.028923
Epoch 1741
Validation prc-auc = 0.029169
Epoch 1742
Validation prc-auc = 0.029494
Epoch 1743
Validation prc-auc = 0.029393
Epoch 1744
Validation prc-auc = 0.029207
Epoch 1745
Loss = 2.7632e-04, PNorm = 157.8893, GNorm = 0.0093, lr_0 = 9.1343e-04
Validation prc-auc = 0.029481
Epoch 1746
Validation prc-auc = 0.030058
Epoch 1747
Validation prc-auc = 0.030348
Epoch 1748
Validation prc-auc = 0.030560
Epoch 1749
Loss = 2.4816e-04, PNorm = 157.9426, GNorm = 0.0014, lr_0 = 9.1320e-04
Validation prc-auc = 0.030642
Epoch 1750
Validation prc-auc = 0.030426
Epoch 1751
Validation prc-auc = 0.030435
Epoch 1752
Validation prc-auc = 0.030329
Epoch 1753
Validation prc-auc = 0.030108
Epoch 1754
Loss = 1.7673e-04, PNorm = 158.0060, GNorm = 0.0205, lr_0 = 9.1298e-04
Loss = 6.0726e-05, PNorm = 158.0104, GNorm = 0.0037, lr_0 = 9.1296e-04
Validation prc-auc = 0.030398
Epoch 1755
Validation prc-auc = 0.030637
Epoch 1756
Validation prc-auc = 0.030634
Epoch 1757
Validation prc-auc = 0.030376
Epoch 1758
Validation prc-auc = 0.029311
Epoch 1759
Loss = 5.1227e-04, PNorm = 158.0437, GNorm = 0.0430, lr_0 = 9.1275e-04
Validation prc-auc = 0.028442
Epoch 1760
Validation prc-auc = 0.028126
Epoch 1761
Validation prc-auc = 0.028746
Epoch 1762
Validation prc-auc = 0.029118
Epoch 1763
Validation prc-auc = 0.029907
Epoch 1764
Loss = 5.5117e-05, PNorm = 158.1553, GNorm = 0.0032, lr_0 = 9.1251e-04
Validation prc-auc = 0.030037
Epoch 1765
Validation prc-auc = 0.030367
Epoch 1766
Validation prc-auc = 0.030767
Epoch 1767
Validation prc-auc = 0.028215
Epoch 1768
Loss = 3.7234e-03, PNorm = 158.2522, GNorm = 0.0893, lr_0 = 9.1230e-04
Loss = 1.5305e-03, PNorm = 158.2599, GNorm = 0.0726, lr_0 = 9.1228e-04
Validation prc-auc = 0.027452
Epoch 1769
Validation prc-auc = 0.027177
Epoch 1770
Validation prc-auc = 0.027441
Epoch 1771
Validation prc-auc = 0.027444
Epoch 1772
Validation prc-auc = 0.028122
Epoch 1773
Loss = 4.0071e-03, PNorm = 158.3700, GNorm = 0.3866, lr_0 = 9.1206e-04
Loss = 1.9569e-05, PNorm = 158.3772, GNorm = 0.0017, lr_0 = 9.1204e-04
Validation prc-auc = 0.028930
Epoch 1774
Validation prc-auc = 0.029170
Epoch 1775
Validation prc-auc = 0.029611
Epoch 1776
Validation prc-auc = 0.029860
Epoch 1777
Validation prc-auc = 0.030323
Epoch 1778
Loss = 1.2951e-03, PNorm = 158.4439, GNorm = 0.1551, lr_0 = 9.1183e-04
Validation prc-auc = 0.030987
Epoch 1779
Validation prc-auc = 0.031299
Epoch 1780
Validation prc-auc = 0.030946
Epoch 1781
Validation prc-auc = 0.030816
Epoch 1782
Validation prc-auc = 0.030082
Epoch 1783
Loss = 7.9576e-03, PNorm = 158.4828, GNorm = 0.4289, lr_0 = 9.1159e-04
Validation prc-auc = 0.029671
Epoch 1784
Validation prc-auc = 0.028399
Epoch 1785
Validation prc-auc = 0.028711
Epoch 1786
Validation prc-auc = 0.030564
Epoch 1787
Loss = 2.7570e-02, PNorm = 158.6245, GNorm = 1.1088, lr_0 = 9.1138e-04
Loss = 2.7318e-05, PNorm = 158.6385, GNorm = 0.0015, lr_0 = 9.1136e-04
Validation prc-auc = 0.033608
Epoch 1788
Validation prc-auc = 0.032820
Epoch 1789
Validation prc-auc = 0.027669
Epoch 1790
Validation prc-auc = 0.025389
Epoch 1791
Validation prc-auc = 0.025157
Epoch 1792
Loss = 2.8322e-02, PNorm = 158.7923, GNorm = 0.7818, lr_0 = 9.1115e-04
Validation prc-auc = 0.025866
Epoch 1793
Validation prc-auc = 0.026602
Epoch 1794
Validation prc-auc = 0.027609
Epoch 1795
Validation prc-auc = 0.028239
Epoch 1796
Validation prc-auc = 0.028599
Epoch 1797
Loss = 1.5299e-02, PNorm = 158.9532, GNorm = 0.5052, lr_0 = 9.1091e-04
Validation prc-auc = 0.028880
Epoch 1798
Validation prc-auc = 0.028126
Epoch 1799
Validation prc-auc = 0.028135
Epoch 1800
Validation prc-auc = 0.027671
Epoch 1801
Loss = 3.7547e-03, PNorm = 159.0554, GNorm = 0.4442, lr_0 = 9.1070e-04
Loss = 6.5304e-04, PNorm = 159.0618, GNorm = 0.0284, lr_0 = 9.1068e-04
Validation prc-auc = 0.027915
Epoch 1802
Validation prc-auc = 0.027904
Epoch 1803
Validation prc-auc = 0.028531
Epoch 1804
Validation prc-auc = 0.028544
Epoch 1805
Validation prc-auc = 0.029130
Epoch 1806
Loss = 1.4596e-01, PNorm = 159.1562, GNorm = 2.5682, lr_0 = 9.1046e-04
Loss = 1.1484e-04, PNorm = 159.1630, GNorm = 0.0078, lr_0 = 9.1044e-04
Validation prc-auc = 0.030596
Epoch 1807
Validation prc-auc = 0.031442
Epoch 1808
Validation prc-auc = 0.033499
Epoch 1809
Validation prc-auc = 0.033965
Epoch 1810
Validation prc-auc = 0.034194
Epoch 1811
Loss = 6.7020e-03, PNorm = 159.2541, GNorm = 0.5848, lr_0 = 9.1023e-04
Validation prc-auc = 0.034174
Epoch 1812
Validation prc-auc = 0.034011
Epoch 1813
Validation prc-auc = 0.033633
Epoch 1814
Validation prc-auc = 0.033659
Epoch 1815
Validation prc-auc = 0.033805
Epoch 1816
Loss = 7.2137e-04, PNorm = 159.3038, GNorm = 0.0358, lr_0 = 9.0999e-04
Validation prc-auc = 0.034498
Epoch 1817
Validation prc-auc = 0.034415
Epoch 1818
Validation prc-auc = 0.033147
Epoch 1819
Validation prc-auc = 0.031736
Epoch 1820
Loss = 5.8775e-02, PNorm = 159.3705, GNorm = 1.7619, lr_0 = 9.0978e-04
Loss = 3.1229e-02, PNorm = 159.3799, GNorm = 0.8042, lr_0 = 9.0976e-04
Validation prc-auc = 0.031385
Epoch 1821
Validation prc-auc = 0.030684
Epoch 1822
Validation prc-auc = 0.030576
Epoch 1823
Validation prc-auc = 0.031062
Epoch 1824
Validation prc-auc = 0.031048
Epoch 1825
Loss = 2.3933e-02, PNorm = 159.4889, GNorm = 0.6526, lr_0 = 9.0955e-04
Validation prc-auc = 0.030950
Epoch 1826
Validation prc-auc = 0.031375
Epoch 1827
Validation prc-auc = 0.030817
Epoch 1828
Validation prc-auc = 0.030487
Epoch 1829
Validation prc-auc = 0.031592
Epoch 1830
Loss = 1.7636e-04, PNorm = 159.5629, GNorm = 0.0067, lr_0 = 9.0931e-04
Validation prc-auc = 0.031576
Epoch 1831
Validation prc-auc = 0.031751
Epoch 1832
Validation prc-auc = 0.031815
Epoch 1833
Validation prc-auc = 0.031113
Epoch 1834
Loss = 5.3060e-04, PNorm = 159.6195, GNorm = 0.0227, lr_0 = 9.0910e-04
Loss = 2.8376e-03, PNorm = 159.6259, GNorm = 0.2126, lr_0 = 9.0909e-04
Validation prc-auc = 0.031198
Epoch 1835
Validation prc-auc = 0.031069
Epoch 1836
Validation prc-auc = 0.030988
Epoch 1837
Validation prc-auc = 0.030549
Epoch 1838
Validation prc-auc = 0.030925
Epoch 1839
Loss = 1.6541e-01, PNorm = 159.6911, GNorm = 4.3028, lr_0 = 9.0886e-04
Loss = 8.3495e-05, PNorm = 159.6955, GNorm = 0.0038, lr_0 = 9.0884e-04
Validation prc-auc = 0.031234
Epoch 1840
Validation prc-auc = 0.031697
Epoch 1841
Validation prc-auc = 0.032578
Epoch 1842
Validation prc-auc = 0.032155
Epoch 1843
Validation prc-auc = 0.032551
Epoch 1844
Loss = 8.0135e-03, PNorm = 159.8467, GNorm = 0.6234, lr_0 = 9.0863e-04
Validation prc-auc = 0.032569
Epoch 1845
Validation prc-auc = 0.032826
Epoch 1846
Validation prc-auc = 0.033156
Epoch 1847
Validation prc-auc = 0.033426
Epoch 1848
Validation prc-auc = 0.033741
Epoch 1849
Loss = 1.0188e-02, PNorm = 159.9808, GNorm = 0.4586, lr_0 = 9.0839e-04
Validation prc-auc = 0.034042
Epoch 1850
Validation prc-auc = 0.034316
Epoch 1851
Validation prc-auc = 0.034294
Epoch 1852
Validation prc-auc = 0.034149
Epoch 1853
Loss = 4.4387e-03, PNorm = 160.0574, GNorm = 0.0435, lr_0 = 9.0818e-04
Loss = 1.7590e-04, PNorm = 160.0629, GNorm = 0.0101, lr_0 = 9.0817e-04
Validation prc-auc = 0.033902
Epoch 1854
Validation prc-auc = 0.033700
Epoch 1855
Validation prc-auc = 0.033756
Epoch 1856
Validation prc-auc = 0.033610
Epoch 1857
Validation prc-auc = 0.033365
Epoch 1858
Loss = 2.9447e-03, PNorm = 160.1413, GNorm = 0.2990, lr_0 = 9.0794e-04
Validation prc-auc = 0.033873
Epoch 1859
Validation prc-auc = 0.034398
Epoch 1860
Validation prc-auc = 0.034488
Epoch 1861
Validation prc-auc = 0.034445
Epoch 1862
Validation prc-auc = 0.034520
Epoch 1863
Loss = 1.7937e-03, PNorm = 160.1997, GNorm = 0.0604, lr_0 = 9.0772e-04
Validation prc-auc = 0.033499
Epoch 1864
Validation prc-auc = 0.032534
Epoch 1865
Validation prc-auc = 0.032701
Epoch 1866
Validation prc-auc = 0.032551
Epoch 1867
Loss = 1.5620e-03, PNorm = 160.2493, GNorm = 0.0463, lr_0 = 9.0751e-04
Loss = 4.4559e-05, PNorm = 160.2560, GNorm = 0.0024, lr_0 = 9.0749e-04
Validation prc-auc = 0.031312
Epoch 1868
Validation prc-auc = 0.031092
Epoch 1869
Validation prc-auc = 0.030968
Epoch 1870
Validation prc-auc = 0.031654
Epoch 1871
Validation prc-auc = 0.031517
Epoch 1872
Loss = 1.5263e-02, PNorm = 160.3357, GNorm = 1.6224, lr_0 = 9.0727e-04
Loss = 1.9581e-04, PNorm = 160.3420, GNorm = 0.0153, lr_0 = 9.0725e-04
Validation prc-auc = 0.031223
Epoch 1873
Validation prc-auc = 0.030458
Epoch 1874
Validation prc-auc = 0.030077
Epoch 1875
Validation prc-auc = 0.030163
Epoch 1876
Validation prc-auc = 0.030307
Epoch 1877
Loss = 1.1854e-04, PNorm = 160.4084, GNorm = 0.0089, lr_0 = 9.0704e-04
Validation prc-auc = 0.030247
Epoch 1878
Validation prc-auc = 0.030171
Epoch 1879
Validation prc-auc = 0.030157
Epoch 1880
Validation prc-auc = 0.030155
Epoch 1881
Validation prc-auc = 0.030188
Epoch 1882
Loss = 9.2980e-06, PNorm = 160.4477, GNorm = 0.0004, lr_0 = 9.0680e-04
Validation prc-auc = 0.030239
Epoch 1883
Validation prc-auc = 0.030259
Epoch 1884
Validation prc-auc = 0.030359
Epoch 1885
Validation prc-auc = 0.030371
Epoch 1886
Loss = 1.3602e-03, PNorm = 160.4863, GNorm = 0.1127, lr_0 = 9.0659e-04
Loss = 1.4940e-05, PNorm = 160.4901, GNorm = 0.0012, lr_0 = 9.0657e-04
Validation prc-auc = 0.030540
Epoch 1887
Validation prc-auc = 0.030952
Epoch 1888
Validation prc-auc = 0.031952
Epoch 1889
Validation prc-auc = 0.033084
Epoch 1890
Validation prc-auc = 0.033546
Epoch 1891
Loss = 4.4791e-03, PNorm = 160.5325, GNorm = 0.5957, lr_0 = 9.0635e-04
Validation prc-auc = 0.033646
Epoch 1892
Validation prc-auc = 0.033568
Epoch 1893
Validation prc-auc = 0.034081
Epoch 1894
Validation prc-auc = 0.033944
Epoch 1895
Validation prc-auc = 0.033842
Epoch 1896
Loss = 2.1621e-02, PNorm = 160.5739, GNorm = 0.6927, lr_0 = 9.0612e-04
Validation prc-auc = 0.033853
Epoch 1897
Validation prc-auc = 0.033105
Epoch 1898
Validation prc-auc = 0.031366
Epoch 1899
Validation prc-auc = 0.030734
Epoch 1900
Loss = 3.4390e-02, PNorm = 160.6295, GNorm = 1.4911, lr_0 = 9.0592e-04
Loss = 4.9670e-07, PNorm = 160.6334, GNorm = 0.0000, lr_0 = 9.0590e-04
Validation prc-auc = 0.030321
Epoch 1901
Validation prc-auc = 0.030213
Epoch 1902
Validation prc-auc = 0.029897
Epoch 1903
Validation prc-auc = 0.030221
Epoch 1904
Validation prc-auc = 0.029892
Epoch 1905
Loss = 1.2145e-03, PNorm = 160.6870, GNorm = 0.0690, lr_0 = 9.0567e-04
Loss = 9.9355e-05, PNorm = 160.6911, GNorm = 0.0078, lr_0 = 9.0566e-04
Validation prc-auc = 0.029873
Epoch 1906
Validation prc-auc = 0.029844
Epoch 1907
Validation prc-auc = 0.030857
Epoch 1908
Validation prc-auc = 0.031035
Epoch 1909
Validation prc-auc = 0.031674
Epoch 1910
Loss = 5.0999e-03, PNorm = 160.7512, GNorm = 0.2722, lr_0 = 9.0545e-04
Validation prc-auc = 0.031264
Epoch 1911
Validation prc-auc = 0.030365
Epoch 1912
Validation prc-auc = 0.030591
Epoch 1913
Validation prc-auc = 0.030493
Epoch 1914
Validation prc-auc = 0.030576
Epoch 1915
Loss = 5.9234e-05, PNorm = 160.8609, GNorm = 0.0036, lr_0 = 9.0521e-04
Validation prc-auc = 0.030494
Epoch 1916
Validation prc-auc = 0.030412
Epoch 1917
Validation prc-auc = 0.030399
Epoch 1918
Validation prc-auc = 0.029398
Epoch 1919
Loss = 2.6350e-04, PNorm = 160.9034, GNorm = 0.0027, lr_0 = 9.0500e-04
Loss = 1.5974e-04, PNorm = 160.9059, GNorm = 0.0148, lr_0 = 9.0498e-04
Validation prc-auc = 0.029293
Epoch 1920
Validation prc-auc = 0.027856
Epoch 1921
Validation prc-auc = 0.027577
Epoch 1922
Validation prc-auc = 0.027080
Epoch 1923
Validation prc-auc = 0.027365
Epoch 1924
Loss = 1.8046e-03, PNorm = 160.9480, GNorm = 0.0995, lr_0 = 9.0476e-04
Validation prc-auc = 0.027805
Epoch 1925
Validation prc-auc = 0.027764
Epoch 1926
Validation prc-auc = 0.027059
Epoch 1927
Validation prc-auc = 0.026966
Epoch 1928
Validation prc-auc = 0.026240
Epoch 1929
Loss = 3.7915e-02, PNorm = 161.0217, GNorm = 0.8556, lr_0 = 9.0454e-04
Validation prc-auc = 0.026013
Epoch 1930
Validation prc-auc = 0.026494
Epoch 1931
Validation prc-auc = 0.028865
Epoch 1932
Validation prc-auc = 0.028752
Epoch 1933
Loss = 3.4163e-03, PNorm = 161.1352, GNorm = 0.0047, lr_0 = 9.0431e-04
Validation prc-auc = 0.028799
Epoch 1934
Validation prc-auc = 0.028914
Epoch 1935
Validation prc-auc = 0.029012
Epoch 1936
Validation prc-auc = 0.031021
Epoch 1937
Validation prc-auc = 0.032802
Epoch 1938
Loss = 1.0687e-01, PNorm = 161.2460, GNorm = 2.6022, lr_0 = 9.0409e-04
Loss = 2.1616e-01, PNorm = 161.2616, GNorm = 10.0240, lr_0 = 9.0407e-04
Validation prc-auc = 0.034852
Epoch 1939
Validation prc-auc = 0.037626
Epoch 1940
Validation prc-auc = 0.034707
Epoch 1941
Validation prc-auc = 0.033714
Epoch 1942
Validation prc-auc = 0.031808
Epoch 1943
Loss = 7.7722e-03, PNorm = 161.5224, GNorm = 0.2629, lr_0 = 9.0386e-04
Validation prc-auc = 0.029815
Epoch 1944
Validation prc-auc = 0.030854
Epoch 1945
Validation prc-auc = 0.032100
Epoch 1946
Validation prc-auc = 0.033514
Epoch 1947
Validation prc-auc = 0.033330
Epoch 1948
Loss = 6.2242e-03, PNorm = 161.7842, GNorm = 0.1312, lr_0 = 9.0362e-04
Validation prc-auc = 0.033523
Epoch 1949
Validation prc-auc = 0.032644
Epoch 1950
Validation prc-auc = 0.031778
Epoch 1951
Validation prc-auc = 0.031510
Epoch 1952
Loss = 8.6947e-03, PNorm = 161.9673, GNorm = 0.1946, lr_0 = 9.0341e-04
Loss = 1.1699e-03, PNorm = 161.9792, GNorm = 0.0486, lr_0 = 9.0340e-04
Validation prc-auc = 0.031566
Epoch 1953
Validation prc-auc = 0.031591
Epoch 1954
Validation prc-auc = 0.031733
Epoch 1955
Validation prc-auc = 0.032097
Epoch 1956
Validation prc-auc = 0.032200
Epoch 1957
Loss = 1.6488e-03, PNorm = 162.0984, GNorm = 0.1054, lr_0 = 9.0317e-04
Loss = 3.1500e-03, PNorm = 162.1039, GNorm = 0.2133, lr_0 = 9.0316e-04
Validation prc-auc = 0.032170
Epoch 1958
Validation prc-auc = 0.032251
Epoch 1959
Validation prc-auc = 0.032075
Epoch 1960
Validation prc-auc = 0.032426
Epoch 1961
Validation prc-auc = 0.031592
Epoch 1962
Loss = 1.0344e-03, PNorm = 162.1619, GNorm = 0.0436, lr_0 = 9.0295e-04
Validation prc-auc = 0.030714
Epoch 1963
Validation prc-auc = 0.030286
Epoch 1964
Validation prc-auc = 0.029380
Epoch 1965
Validation prc-auc = 0.028900
Epoch 1966
Loss = 9.2366e-04, PNorm = 162.2245, GNorm = 0.0690, lr_0 = 9.0273e-04
Validation prc-auc = 0.028513
Epoch 1967
Validation prc-auc = 0.028752
Epoch 1968
Validation prc-auc = 0.029179
Epoch 1969
Validation prc-auc = 0.029310
Epoch 1970
Validation prc-auc = 0.029240
Epoch 1971
Loss = 9.2094e-03, PNorm = 162.2703, GNorm = 1.1972, lr_0 = 9.0250e-04
Loss = 1.4205e-05, PNorm = 162.2746, GNorm = 0.0010, lr_0 = 9.0249e-04
Validation prc-auc = 0.029551
Epoch 1972
Validation prc-auc = 0.030582
Epoch 1973
Validation prc-auc = 0.031659
Epoch 1974
Validation prc-auc = 0.033234
Epoch 1975
Validation prc-auc = 0.033286
Epoch 1976
Loss = 6.0235e-03, PNorm = 162.3471, GNorm = 0.2914, lr_0 = 9.0228e-04
Validation prc-auc = 0.033936
Epoch 1977
Validation prc-auc = 0.034472
Epoch 1978
Validation prc-auc = 0.035391
Epoch 1979
Validation prc-auc = 0.035873
Epoch 1980
Validation prc-auc = 0.035265
Epoch 1981
Loss = 4.3921e-02, PNorm = 162.4340, GNorm = 2.3398, lr_0 = 9.0204e-04
Validation prc-auc = 0.035642
Epoch 1982
Validation prc-auc = 0.036646
Epoch 1983
Validation prc-auc = 0.037278
Epoch 1984
Validation prc-auc = 0.036936
Epoch 1985
Loss = 9.4328e-04, PNorm = 162.5113, GNorm = 0.0390, lr_0 = 9.0183e-04
Loss = 6.2891e-05, PNorm = 162.5160, GNorm = 0.0051, lr_0 = 9.0181e-04
Validation prc-auc = 0.036505
Epoch 1986
Validation prc-auc = 0.036437
Epoch 1987
Validation prc-auc = 0.036449
Epoch 1988
Validation prc-auc = 0.036642
Epoch 1989
Validation prc-auc = 0.037057
Epoch 1990
Loss = 8.8816e-04, PNorm = 162.5587, GNorm = 0.0044, lr_0 = 9.0159e-04
Loss = 2.7433e-01, PNorm = 162.5614, GNorm = 11.7452, lr_0 = 9.0157e-04
Validation prc-auc = 0.038776
Epoch 1991
Validation prc-auc = 0.039935
Epoch 1992
Validation prc-auc = 0.038520
Epoch 1993
Validation prc-auc = 0.036512
Epoch 1994
Validation prc-auc = 0.035374
Epoch 1995
Loss = 1.2040e-01, PNorm = 162.7855, GNorm = 2.2114, lr_0 = 9.0137e-04
Validation prc-auc = 0.034659
Epoch 1996
Validation prc-auc = 0.033741
Epoch 1997
Validation prc-auc = 0.033349
Epoch 1998
Validation prc-auc = 0.032710
Epoch 1999
Loss = 2.7558e-02, PNorm = 163.0009, GNorm = 0.5904, lr_0 = 9.0114e-04
Validation prc-auc = 0.032848
Model 0 best validation prc-auc = 0.077244 on epoch 1466
Loading pretrained parameter "encoder.encoder.0.cached_zero_vector".
Loading pretrained parameter "encoder.encoder.0.W_i.weight".
Loading pretrained parameter "encoder.encoder.0.W_h.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.bias".
Loading pretrained parameter "ffn.1.weight".
Loading pretrained parameter "ffn.1.bias".
Loading pretrained parameter "ffn.4.weight".
Loading pretrained parameter "ffn.4.bias".
Loading pretrained parameter "ffn.7.weight".
Loading pretrained parameter "ffn.7.bias".
Moving model to cuda
Model 0 test prc-auc = 0.028825
Ensemble test prc-auc = 0.028825
Fold 8
Splitting data with seed 8
Class sizes
sars_cov_two_active 0: 98.39%, 1: 1.61%
Total size = 3,291 | train size = 3,291 | val size = 1,093 | test size = 1,084
With class_balance, effective train size = 106
Building model 0
MoleculeModel(
  (sigmoid): Sigmoid()
  (encoder): MPN(
    (encoder): ModuleList(
      (0): MPNEncoder(
        (dropout_layer): Dropout(p=0.30000000000000004, inplace=False)
        (act_func): ReLU()
        (W_i): Linear(in_features=147, out_features=2000, bias=False)
        (W_h): Linear(in_features=2000, out_features=2000, bias=False)
        (W_o): Linear(in_features=2133, out_features=2000, bias=True)
      )
    )
  )
  (ffn): Sequential(
    (0): Dropout(p=0.30000000000000004, inplace=False)
    (1): Linear(in_features=2000, out_features=2000, bias=True)
    (2): ReLU()
    (3): Dropout(p=0.30000000000000004, inplace=False)
    (4): Linear(in_features=2000, out_features=2000, bias=True)
    (5): ReLU()
    (6): Dropout(p=0.30000000000000004, inplace=False)
    (7): Linear(in_features=2000, out_features=1, bias=True)
  )
)
Number of parameters = 16,568,001
Moving model to cuda
Epoch 0
Validation prc-auc = 0.011401
Epoch 1
Validation prc-auc = 0.011187
Epoch 2
Validation prc-auc = 0.014622
Epoch 3
Validation prc-auc = 0.011604
Epoch 4
Loss = 6.9655e-01, PNorm = 91.3487, GNorm = 2.0402, lr_0 = 2.0385e-04
Loss = 6.1175e-01, PNorm = 91.3519, GNorm = 5.4351, lr_0 = 2.1077e-04
Validation prc-auc = 0.035855
Epoch 5
Validation prc-auc = 0.011780
Epoch 6
Validation prc-auc = 0.034720
Epoch 7
Validation prc-auc = 0.013019
Epoch 8
Validation prc-auc = 0.021193
Epoch 9
Loss = 7.2387e-01, PNorm = 91.4034, GNorm = 2.7615, lr_0 = 3.0077e-04
Validation prc-auc = 0.012921
Epoch 10
Validation prc-auc = 0.029476
Epoch 11
Validation prc-auc = 0.015667
Epoch 12
Validation prc-auc = 0.036980
Epoch 13
Validation prc-auc = 0.036638
Epoch 14
Loss = 6.9129e-01, PNorm = 91.4856, GNorm = 1.0005, lr_0 = 4.0462e-04
Validation prc-auc = 0.032320
Epoch 15
Validation prc-auc = 0.035639
Epoch 16
Validation prc-auc = 0.035552
Epoch 17
Validation prc-auc = 0.036449
Epoch 18
Loss = 6.8142e-01, PNorm = 91.5720, GNorm = 0.9788, lr_0 = 4.9462e-04
Loss = 7.8045e-01, PNorm = 91.5793, GNorm = 3.6282, lr_0 = 5.0154e-04
Validation prc-auc = 0.022245
Epoch 19
Validation prc-auc = 0.020793
Epoch 20
Validation prc-auc = 0.021484
Epoch 21
Validation prc-auc = 0.021108
Epoch 22
Validation prc-auc = 0.020142
Epoch 23
Loss = 6.8591e-01, PNorm = 91.7146, GNorm = 1.0681, lr_0 = 5.9846e-04
Loss = 7.7338e-01, PNorm = 91.7255, GNorm = 2.5883, lr_0 = 6.0538e-04
Validation prc-auc = 0.020247
Epoch 24
Validation prc-auc = 0.021463
Epoch 25
Validation prc-auc = 0.021049
Epoch 26
Validation prc-auc = 0.018893
Epoch 27
Validation prc-auc = 0.016511
Epoch 28
Loss = 7.2032e-01, PNorm = 91.8857, GNorm = 1.7680, lr_0 = 6.9538e-04
Validation prc-auc = 0.016591
Epoch 29
Validation prc-auc = 0.018208
Epoch 30
Validation prc-auc = 0.019879
Epoch 31
Validation prc-auc = 0.019688
Epoch 32
Validation prc-auc = 0.022593
Epoch 33
Loss = 7.3577e-01, PNorm = 92.0869, GNorm = 1.9495, lr_0 = 7.9923e-04
Validation prc-auc = 0.024181
Epoch 34
Validation prc-auc = 0.021580
Epoch 35
Validation prc-auc = 0.020390
Epoch 36
Validation prc-auc = 0.022358
Epoch 37
Loss = 6.5179e-01, PNorm = 92.2602, GNorm = 1.0599, lr_0 = 8.8923e-04
Loss = 9.5744e-01, PNorm = 92.2698, GNorm = 3.5972, lr_0 = 8.9615e-04
Validation prc-auc = 0.021309
Epoch 38
Validation prc-auc = 0.017311
Epoch 39
Validation prc-auc = 0.017117
Epoch 40
Validation prc-auc = 0.016857
Epoch 41
Validation prc-auc = 0.016527
Epoch 42
Loss = 6.8271e-01, PNorm = 92.4553, GNorm = 0.6291, lr_0 = 9.8615e-04
Validation prc-auc = 0.016519
Epoch 43
Validation prc-auc = 0.016807
Epoch 44
Validation prc-auc = 0.016372
Epoch 45
Validation prc-auc = 0.016596
Epoch 46
Validation prc-auc = 0.017804
Epoch 47
Loss = 6.7445e-01, PNorm = 92.6866, GNorm = 0.7353, lr_0 = 9.9977e-04
Validation prc-auc = 0.019118
Epoch 48
Validation prc-auc = 0.019983
Epoch 49
Validation prc-auc = 0.020104
Epoch 50
Validation prc-auc = 0.020009
Epoch 51
Loss = 6.3272e-01, PNorm = 92.9037, GNorm = 0.4641, lr_0 = 9.9954e-04
Loss = 6.0874e-01, PNorm = 92.9199, GNorm = 1.1308, lr_0 = 9.9952e-04
Validation prc-auc = 0.020895
Epoch 52
Validation prc-auc = 0.023330
Epoch 53
Validation prc-auc = 0.024579
Epoch 54
Validation prc-auc = 0.032829
Epoch 55
Validation prc-auc = 0.022889
Epoch 56
Loss = 6.2232e-01, PNorm = 93.1416, GNorm = 0.9285, lr_0 = 9.9927e-04
Loss = 5.0481e-01, PNorm = 93.1567, GNorm = 2.4883, lr_0 = 9.9926e-04
Validation prc-auc = 0.021948
Epoch 57
Validation prc-auc = 0.018194
Epoch 58
Validation prc-auc = 0.018524
Epoch 59
Validation prc-auc = 0.019249
Epoch 60
Validation prc-auc = 0.020978
Epoch 61
Loss = 5.7264e-01, PNorm = 93.3780, GNorm = 0.5755, lr_0 = 9.9903e-04
Validation prc-auc = 0.020939
Epoch 62
Validation prc-auc = 0.021850
Epoch 63
Validation prc-auc = 0.020775
Epoch 64
Validation prc-auc = 0.019835
Epoch 65
Validation prc-auc = 0.019072
Epoch 66
Loss = 5.2549e-01, PNorm = 93.6638, GNorm = 1.1082, lr_0 = 9.9876e-04
Validation prc-auc = 0.020641
Epoch 67
Validation prc-auc = 0.023276
Epoch 68
Validation prc-auc = 0.024803
Epoch 69
Validation prc-auc = 0.026412
Epoch 70
Loss = 6.5003e-01, PNorm = 93.9499, GNorm = 0.6191, lr_0 = 9.9853e-04
Loss = 6.1069e-01, PNorm = 93.9690, GNorm = 2.6869, lr_0 = 9.9851e-04
Validation prc-auc = 0.024781
Epoch 71
Validation prc-auc = 0.023354
Epoch 72
Validation prc-auc = 0.022556
Epoch 73
Validation prc-auc = 0.022098
Epoch 74
Validation prc-auc = 0.024448
Epoch 75
Loss = 5.5349e-01, PNorm = 94.2322, GNorm = 0.4188, lr_0 = 9.9828e-04
Validation prc-auc = 0.025114
Epoch 76
Validation prc-auc = 0.023230
Epoch 77
Validation prc-auc = 0.021721
Epoch 78
Validation prc-auc = 0.022853
Epoch 79
Validation prc-auc = 0.019674
Epoch 80
Loss = 9.5832e-01, PNorm = 94.5293, GNorm = 5.8586, lr_0 = 9.9802e-04
Validation prc-auc = 0.023424
Epoch 81
Validation prc-auc = 0.023846
Epoch 82
Validation prc-auc = 0.023714
Epoch 83
Validation prc-auc = 0.019215
Epoch 84
Loss = 6.1083e-01, PNorm = 94.9089, GNorm = 0.5318, lr_0 = 9.9779e-04
Loss = 5.7299e-01, PNorm = 94.9394, GNorm = 1.7576, lr_0 = 9.9777e-04
Validation prc-auc = 0.018858
Epoch 85
Validation prc-auc = 0.020336
Epoch 86
Validation prc-auc = 0.021967
Epoch 87
Validation prc-auc = 0.021995
Epoch 88
Validation prc-auc = 0.024488
Epoch 89
Loss = 4.8160e-01, PNorm = 95.2986, GNorm = 1.2353, lr_0 = 9.9752e-04
Loss = 7.5521e-01, PNorm = 95.3216, GNorm = 1.9278, lr_0 = 9.9750e-04
Validation prc-auc = 0.024114
Epoch 90
Validation prc-auc = 0.025158
Epoch 91
Validation prc-auc = 0.022850
Epoch 92
Validation prc-auc = 0.020752
Epoch 93
Validation prc-auc = 0.019876
Epoch 94
Loss = 4.2214e-01, PNorm = 95.6202, GNorm = 1.0406, lr_0 = 9.9727e-04
Validation prc-auc = 0.017400
Epoch 95
Validation prc-auc = 0.018424
Epoch 96
Validation prc-auc = 0.019077
Epoch 97
Validation prc-auc = 0.020496
Epoch 98
Validation prc-auc = 0.022219
Epoch 99
Loss = 4.2429e-01, PNorm = 96.0750, GNorm = 0.7142, lr_0 = 9.9701e-04
Validation prc-auc = 0.022023
Epoch 100
Validation prc-auc = 0.020151
Epoch 101
Validation prc-auc = 0.019599
Epoch 102
Validation prc-auc = 0.018690
Epoch 103
Loss = 4.3986e-01, PNorm = 96.4531, GNorm = 0.8286, lr_0 = 9.9678e-04
Loss = 3.9998e-01, PNorm = 96.4826, GNorm = 1.6922, lr_0 = 9.9676e-04
Validation prc-auc = 0.019875
Epoch 104
Validation prc-auc = 0.021091
Epoch 105
Validation prc-auc = 0.020790
Epoch 106
Validation prc-auc = 0.020905
Epoch 107
Validation prc-auc = 0.019228
Epoch 108
Loss = 5.3782e-01, PNorm = 96.8528, GNorm = 2.7302, lr_0 = 9.9651e-04
Validation prc-auc = 0.022050
Epoch 109
Validation prc-auc = 0.022867
Epoch 110
Validation prc-auc = 0.021541
Epoch 111
Validation prc-auc = 0.021247
Epoch 112
Validation prc-auc = 0.019980
Epoch 113
Loss = 3.6952e-01, PNorm = 97.1733, GNorm = 1.9671, lr_0 = 9.9627e-04
Validation prc-auc = 0.015250
Epoch 114
Validation prc-auc = 0.016038
Epoch 115
Validation prc-auc = 0.023244
Epoch 116
Validation prc-auc = 0.020994
Epoch 117
Loss = 5.2988e-01, PNorm = 97.6461, GNorm = 0.6519, lr_0 = 9.9604e-04
Loss = 5.9820e-01, PNorm = 97.6810, GNorm = 4.9937, lr_0 = 9.9602e-04
Validation prc-auc = 0.020261
Epoch 118
Validation prc-auc = 0.021526
Epoch 119
Validation prc-auc = 0.017728
Epoch 120
Validation prc-auc = 0.024978
Epoch 121
Validation prc-auc = 0.025604
Epoch 122
Loss = 4.6547e-01, PNorm = 98.1270, GNorm = 1.1596, lr_0 = 9.9577e-04
Loss = 2.4313e-01, PNorm = 98.1574, GNorm = 1.4794, lr_0 = 9.9575e-04
Validation prc-auc = 0.025403
Epoch 123
Validation prc-auc = 0.024817
Epoch 124
Validation prc-auc = 0.025952
Epoch 125
Validation prc-auc = 0.025263
Epoch 126
Validation prc-auc = 0.024938
Epoch 127
Loss = 3.9325e-01, PNorm = 98.5199, GNorm = 0.9945, lr_0 = 9.9552e-04
Validation prc-auc = 0.024835
Epoch 128
Validation prc-auc = 0.023705
Epoch 129
Validation prc-auc = 0.024346
Epoch 130
Validation prc-auc = 0.023885
Epoch 131
Validation prc-auc = 0.021380
Epoch 132
Loss = 3.4591e-01, PNorm = 98.9396, GNorm = 2.4938, lr_0 = 9.9526e-04
Validation prc-auc = 0.019330
Epoch 133
Validation prc-auc = 0.019448
Epoch 134
Validation prc-auc = 0.019212
Epoch 135
Validation prc-auc = 0.017641
Epoch 136
Loss = 3.9356e-01, PNorm = 99.3189, GNorm = 1.4140, lr_0 = 9.9503e-04
Loss = 8.5589e-01, PNorm = 99.3464, GNorm = 6.5936, lr_0 = 9.9501e-04
Validation prc-auc = 0.021944
Epoch 137
Validation prc-auc = 0.024496
Epoch 138
Validation prc-auc = 0.025988
Epoch 139
Validation prc-auc = 0.025874
Epoch 140
Validation prc-auc = 0.025562
Epoch 141
Loss = 3.4740e-01, PNorm = 99.7318, GNorm = 1.1820, lr_0 = 9.9477e-04
Validation prc-auc = 0.026736
Epoch 142
Validation prc-auc = 0.024916
Epoch 143
Validation prc-auc = 0.028185
Epoch 144
Validation prc-auc = 0.026885
Epoch 145
Validation prc-auc = 0.024010
Epoch 146
Loss = 2.0960e-01, PNorm = 100.0602, GNorm = 1.8969, lr_0 = 9.9452e-04
Validation prc-auc = 0.023943
Epoch 147
Validation prc-auc = 0.022715
Epoch 148
Validation prc-auc = 0.020770
Epoch 149
Validation prc-auc = 0.023436
Epoch 150
Loss = 2.4847e-01, PNorm = 100.4230, GNorm = 0.8665, lr_0 = 9.9429e-04
Loss = 1.1570e-01, PNorm = 100.4532, GNorm = 1.4601, lr_0 = 9.9427e-04
Validation prc-auc = 0.023075
Epoch 151
Validation prc-auc = 0.025488
Epoch 152
Validation prc-auc = 0.023163
Epoch 153
Validation prc-auc = 0.015714
Epoch 154
Validation prc-auc = 0.015697
Epoch 155
Loss = 5.4299e-01, PNorm = 100.9758, GNorm = 1.6689, lr_0 = 9.9403e-04
Loss = 5.1797e-01, PNorm = 101.0230, GNorm = 3.4339, lr_0 = 9.9401e-04
Validation prc-auc = 0.019611
Epoch 156
Validation prc-auc = 0.021149
Epoch 157
Validation prc-auc = 0.023488
Epoch 158
Validation prc-auc = 0.023872
Epoch 159
Validation prc-auc = 0.022924
Epoch 160
Loss = 3.4007e-01, PNorm = 101.6269, GNorm = 1.0064, lr_0 = 9.9378e-04
Validation prc-auc = 0.022087
Epoch 161
Validation prc-auc = 0.021829
Epoch 162
Validation prc-auc = 0.022121
Epoch 163
Validation prc-auc = 0.020925
Epoch 164
Validation prc-auc = 0.022202
Epoch 165
Loss = 2.9116e-01, PNorm = 102.1021, GNorm = 0.8348, lr_0 = 9.9351e-04
Validation prc-auc = 0.023196
Epoch 166
Validation prc-auc = 0.022063
Epoch 167
Validation prc-auc = 0.021474
Epoch 168
Validation prc-auc = 0.021216
Epoch 169
Loss = 2.1773e-01, PNorm = 102.4460, GNorm = 1.0017, lr_0 = 9.9329e-04
Loss = 4.2398e-02, PNorm = 102.4692, GNorm = 1.2728, lr_0 = 9.9327e-04
Validation prc-auc = 0.020779
Epoch 170
Validation prc-auc = 0.021071
Epoch 171
Validation prc-auc = 0.023058
Epoch 172
Validation prc-auc = 0.020373
Epoch 173
Validation prc-auc = 0.020405
Epoch 174
Loss = 3.5131e-01, PNorm = 102.8266, GNorm = 2.4597, lr_0 = 9.9302e-04
Validation prc-auc = 0.022405
Epoch 175
Validation prc-auc = 0.021384
Epoch 176
Validation prc-auc = 0.019909
Epoch 177
Validation prc-auc = 0.020062
Epoch 178
Validation prc-auc = 0.020980
Epoch 179
Loss = 2.0503e-01, PNorm = 103.2237, GNorm = 1.2157, lr_0 = 9.9277e-04
Validation prc-auc = 0.020724
Epoch 180
Validation prc-auc = 0.020262
Epoch 181
Validation prc-auc = 0.020401
Epoch 182
Validation prc-auc = 0.020419
Epoch 183
Loss = 2.1437e-01, PNorm = 103.5752, GNorm = 0.4263, lr_0 = 9.9253e-04
Validation prc-auc = 0.019134
Epoch 184
Validation prc-auc = 0.019229
Epoch 185
Validation prc-auc = 0.018802
Epoch 186
Validation prc-auc = 0.018873
Epoch 187
Validation prc-auc = 0.018357
Epoch 188
Loss = 2.4193e-01, PNorm = 103.9094, GNorm = 0.8298, lr_0 = 9.9228e-04
Loss = 1.3329e-01, PNorm = 103.9345, GNorm = 2.7853, lr_0 = 9.9226e-04
Validation prc-auc = 0.018792
Epoch 189
Validation prc-auc = 0.018992
Epoch 190
Validation prc-auc = 0.018859
Epoch 191
Validation prc-auc = 0.018332
Epoch 192
Validation prc-auc = 0.018146
Epoch 193
Loss = 1.6771e-01, PNorm = 104.2111, GNorm = 2.5216, lr_0 = 9.9204e-04
Validation prc-auc = 0.017967
Epoch 194
Validation prc-auc = 0.018226
Epoch 195
Validation prc-auc = 0.018988
Epoch 196
Validation prc-auc = 0.018649
Epoch 197
Validation prc-auc = 0.019873
Epoch 198
Loss = 3.5643e-01, PNorm = 104.4870, GNorm = 3.0477, lr_0 = 9.9177e-04
Validation prc-auc = 0.021492
Epoch 199
Validation prc-auc = 0.021578
Epoch 200
Validation prc-auc = 0.021601
Epoch 201
Validation prc-auc = 0.022441
Epoch 202
Loss = 1.0301e-01, PNorm = 104.6944, GNorm = 1.0258, lr_0 = 9.9154e-04
Loss = 5.8617e-02, PNorm = 104.7068, GNorm = 1.8391, lr_0 = 9.9153e-04
Validation prc-auc = 0.023538
Epoch 203
Validation prc-auc = 0.021879
Epoch 204
Validation prc-auc = 0.021243
Epoch 205
Validation prc-auc = 0.021575
Epoch 206
Validation prc-auc = 0.021993
Epoch 207
Loss = 1.5935e-01, PNorm = 104.8869, GNorm = 1.5604, lr_0 = 9.9128e-04
Loss = 1.5626e-01, PNorm = 104.9030, GNorm = 4.8220, lr_0 = 9.9126e-04
Validation prc-auc = 0.022269
Epoch 208
Validation prc-auc = 0.023434
Epoch 209
Validation prc-auc = 0.023681
Epoch 210
Validation prc-auc = 0.024025
Epoch 211
Validation prc-auc = 0.027619
Epoch 212
Loss = 1.1102e-01, PNorm = 105.1407, GNorm = 1.8664, lr_0 = 9.9103e-04
Validation prc-auc = 0.025622
Epoch 213
Validation prc-auc = 0.025670
Epoch 214
Validation prc-auc = 0.026221
Epoch 215
Validation prc-auc = 0.025783
Epoch 216
Loss = 2.7434e-01, PNorm = 105.4158, GNorm = 6.9879, lr_0 = 9.9079e-04
Validation prc-auc = 0.024293
Epoch 217
Validation prc-auc = 0.025493
Epoch 218
Validation prc-auc = 0.027427
Epoch 219
Validation prc-auc = 0.028999
Epoch 220
Validation prc-auc = 0.029199
Epoch 221
Loss = 2.7739e-01, PNorm = 105.7339, GNorm = 4.4804, lr_0 = 9.9054e-04
Loss = 8.6078e-02, PNorm = 105.7563, GNorm = 1.4672, lr_0 = 9.9052e-04
Validation prc-auc = 0.030259
Epoch 222
Validation prc-auc = 0.030124
Epoch 223
Validation prc-auc = 0.028184
Epoch 224
Validation prc-auc = 0.026994
Epoch 225
Validation prc-auc = 0.026585
Epoch 226
Loss = 2.5498e-01, PNorm = 106.1008, GNorm = 1.4284, lr_0 = 9.9030e-04
Validation prc-auc = 0.026321
Epoch 227
Validation prc-auc = 0.025713
Epoch 228
Validation prc-auc = 0.024986
Epoch 229
Validation prc-auc = 0.022871
Epoch 230
Validation prc-auc = 0.021258
Epoch 231
Loss = 2.6589e-01, PNorm = 106.5130, GNorm = 1.7595, lr_0 = 9.9003e-04
Validation prc-auc = 0.021081
Epoch 232
Validation prc-auc = 0.021421
Epoch 233
Validation prc-auc = 0.021237
Epoch 234
Validation prc-auc = 0.021217
Epoch 235
Loss = 1.5281e-01, PNorm = 106.7935, GNorm = 1.7231, lr_0 = 9.8980e-04
Loss = 3.2069e-02, PNorm = 106.8111, GNorm = 1.5125, lr_0 = 9.8979e-04
Validation prc-auc = 0.020930
Epoch 236
Validation prc-auc = 0.020987
Epoch 237
Validation prc-auc = 0.021303
Epoch 238
Validation prc-auc = 0.021600
Epoch 239
Validation prc-auc = 0.021664
Epoch 240
Loss = 7.0537e-02, PNorm = 107.0082, GNorm = 1.1229, lr_0 = 9.8954e-04
Loss = 1.2941e-01, PNorm = 107.0203, GNorm = 5.5106, lr_0 = 9.8952e-04
Validation prc-auc = 0.022981
Epoch 241
Validation prc-auc = 0.024215
Epoch 242
Validation prc-auc = 0.025943
Epoch 243
Validation prc-auc = 0.027403
Epoch 244
Validation prc-auc = 0.028310
Epoch 245
Loss = 1.3809e-01, PNorm = 107.2409, GNorm = 1.6843, lr_0 = 9.8930e-04
Validation prc-auc = 0.028171
Epoch 246
Validation prc-auc = 0.028705
Epoch 247
Validation prc-auc = 0.026515
Epoch 248
Validation prc-auc = 0.026071
Epoch 249
Loss = 1.6759e-01, PNorm = 107.4949, GNorm = 4.0537, lr_0 = 9.8905e-04
Validation prc-auc = 0.026740
Epoch 250
Validation prc-auc = 0.026438
Epoch 251
Validation prc-auc = 0.026316
Epoch 252
Validation prc-auc = 0.026592
Epoch 253
Validation prc-auc = 0.026953
Epoch 254
Loss = 7.9157e-02, PNorm = 107.8007, GNorm = 0.4398, lr_0 = 9.8880e-04
Loss = 8.0804e-03, PNorm = 107.8232, GNorm = 0.1520, lr_0 = 9.8879e-04
Validation prc-auc = 0.027392
Epoch 255
Validation prc-auc = 0.027624
Epoch 256
Validation prc-auc = 0.027889
Epoch 257
Validation prc-auc = 0.029409
Epoch 258
Validation prc-auc = 0.030426
Epoch 259
Loss = 1.5550e-01, PNorm = 108.1230, GNorm = 2.1112, lr_0 = 9.8856e-04
Validation prc-auc = 0.028690
Epoch 260
Validation prc-auc = 0.026101
Epoch 261
Validation prc-auc = 0.025430
Epoch 262
Validation prc-auc = 0.025812
Epoch 263
Validation prc-auc = 0.027463
Epoch 264
Loss = 6.9839e-02, PNorm = 108.4284, GNorm = 1.1325, lr_0 = 9.8830e-04
Validation prc-auc = 0.027943
Epoch 265
Validation prc-auc = 0.027478
Epoch 266
Validation prc-auc = 0.027121
Epoch 267
Validation prc-auc = 0.027809
Epoch 268
Loss = 1.2057e-01, PNorm = 108.6304, GNorm = 3.9837, lr_0 = 9.8807e-04
Loss = 1.0388e-01, PNorm = 108.6433, GNorm = 5.7174, lr_0 = 9.8805e-04
Validation prc-auc = 0.028542
Epoch 269
Validation prc-auc = 0.027710
Epoch 270
Validation prc-auc = 0.028687
Epoch 271
Validation prc-auc = 0.029674
Epoch 272
Validation prc-auc = 0.032654
Epoch 273
Loss = 2.3883e-01, PNorm = 108.7788, GNorm = 2.6769, lr_0 = 9.8781e-04
Loss = 3.9888e-01, PNorm = 108.7878, GNorm = 6.6933, lr_0 = 9.8779e-04
Validation prc-auc = 0.029663
Epoch 274
Validation prc-auc = 0.025687
Epoch 275
Validation prc-auc = 0.023901
Epoch 276
Validation prc-auc = 0.023406
Epoch 277
Validation prc-auc = 0.023280
Epoch 278
Loss = 6.6308e-02, PNorm = 108.9742, GNorm = 1.6093, lr_0 = 9.8756e-04
Validation prc-auc = 0.023776
Epoch 279
Validation prc-auc = 0.025244
Epoch 280
Validation prc-auc = 0.026032
Epoch 281
Validation prc-auc = 0.026166
Epoch 282
Validation prc-auc = 0.027678
Epoch 283
Loss = 5.5350e-02, PNorm = 109.1711, GNorm = 0.7399, lr_0 = 9.8730e-04
Validation prc-auc = 0.028776
Epoch 284
Validation prc-auc = 0.029196
Epoch 285
Validation prc-auc = 0.030107
Epoch 286
Validation prc-auc = 0.030974
Epoch 287
Loss = 5.7622e-02, PNorm = 109.3097, GNorm = 0.2004, lr_0 = 9.8707e-04
Loss = 1.2398e-02, PNorm = 109.3216, GNorm = 0.3646, lr_0 = 9.8705e-04
Validation prc-auc = 0.031195
Epoch 288
Validation prc-auc = 0.029845
Epoch 289
Validation prc-auc = 0.029344
Epoch 290
Validation prc-auc = 0.028989
Epoch 291
Validation prc-auc = 0.028842
Epoch 292
Loss = 2.3454e-02, PNorm = 109.4832, GNorm = 0.6599, lr_0 = 9.8683e-04
Validation prc-auc = 0.029919
Epoch 293
Validation prc-auc = 0.030128
Epoch 294
Validation prc-auc = 0.030086
Epoch 295
Validation prc-auc = 0.033385
Epoch 296
Validation prc-auc = 0.034892
Epoch 297
Loss = 7.7920e-02, PNorm = 109.6881, GNorm = 1.0431, lr_0 = 9.8656e-04
Validation prc-auc = 0.035068
Epoch 298
Validation prc-auc = 0.035148
Epoch 299
Validation prc-auc = 0.034419
Epoch 300
Validation prc-auc = 0.032720
Epoch 301
Loss = 7.4594e-02, PNorm = 109.9304, GNorm = 0.4310, lr_0 = 9.8634e-04
Loss = 2.4708e-02, PNorm = 109.9473, GNorm = 1.0981, lr_0 = 9.8632e-04
Validation prc-auc = 0.030594
Epoch 302
Validation prc-auc = 0.028529
Epoch 303
Validation prc-auc = 0.027682
Epoch 304
Validation prc-auc = 0.026654
Epoch 305
Validation prc-auc = 0.026650
Epoch 306
Loss = 9.9206e-02, PNorm = 110.2011, GNorm = 0.4422, lr_0 = 9.8607e-04
Loss = 1.0867e-02, PNorm = 110.2206, GNorm = 0.2448, lr_0 = 9.8606e-04
Validation prc-auc = 0.026356
Epoch 307
Validation prc-auc = 0.025892
Epoch 308
Validation prc-auc = 0.026381
Epoch 309
Validation prc-auc = 0.026807
Epoch 310
Validation prc-auc = 0.028396
Epoch 311
Loss = 2.5386e-02, PNorm = 110.4451, GNorm = 0.3418, lr_0 = 9.8583e-04
Validation prc-auc = 0.029566
Epoch 312
Validation prc-auc = 0.030312
Epoch 313
Validation prc-auc = 0.030070
Epoch 314
Validation prc-auc = 0.029689
Epoch 315
Validation prc-auc = 0.028667
Epoch 316
Loss = 9.8445e-02, PNorm = 110.6406, GNorm = 1.4471, lr_0 = 9.8557e-04
Validation prc-auc = 0.027288
Epoch 317
Validation prc-auc = 0.025838
Epoch 318
Validation prc-auc = 0.025731
Epoch 319
Validation prc-auc = 0.025899
Epoch 320
Loss = 8.9217e-02, PNorm = 110.7975, GNorm = 1.9484, lr_0 = 9.8534e-04
Loss = 4.2361e-01, PNorm = 110.8113, GNorm = 7.5847, lr_0 = 9.8532e-04
Validation prc-auc = 0.025007
Epoch 321
Validation prc-auc = 0.023375
Epoch 322
Validation prc-auc = 0.022571
Epoch 323
Validation prc-auc = 0.022578
Epoch 324
Validation prc-auc = 0.022348
Epoch 325
Loss = 1.9695e-02, PNorm = 111.0016, GNorm = 0.2235, lr_0 = 9.8509e-04
Validation prc-auc = 0.022214
Epoch 326
Validation prc-auc = 0.022239
Epoch 327
Validation prc-auc = 0.022079
Epoch 328
Validation prc-auc = 0.022129
Epoch 329
Validation prc-auc = 0.022477
Epoch 330
Loss = 3.6954e-02, PNorm = 111.1717, GNorm = 1.3027, lr_0 = 9.8483e-04
Validation prc-auc = 0.021603
Epoch 331
Validation prc-auc = 0.021334
Epoch 332
Validation prc-auc = 0.021715
Epoch 333
Validation prc-auc = 0.022446
Epoch 334
Loss = 2.5161e-02, PNorm = 111.3290, GNorm = 0.5161, lr_0 = 9.8461e-04
Loss = 1.1494e-02, PNorm = 111.3405, GNorm = 0.6512, lr_0 = 9.8459e-04
Validation prc-auc = 0.022759
Epoch 335
Validation prc-auc = 0.023528
Epoch 336
Validation prc-auc = 0.025560
Epoch 337
Validation prc-auc = 0.027085
Epoch 338
Validation prc-auc = 0.027517
Epoch 339
Loss = 7.8927e-02, PNorm = 111.5214, GNorm = 1.9483, lr_0 = 9.8434e-04
Loss = 4.4037e-03, PNorm = 111.5348, GNorm = 0.1006, lr_0 = 9.8433e-04
Validation prc-auc = 0.027536
Epoch 340
Validation prc-auc = 0.027564
Epoch 341
Validation prc-auc = 0.027348
Epoch 342
Validation prc-auc = 0.026653
Epoch 343
Validation prc-auc = 0.026693
Epoch 344
Loss = 1.6068e-01, PNorm = 111.6844, GNorm = 1.0521, lr_0 = 9.8410e-04
Validation prc-auc = 0.027095
Epoch 345
Validation prc-auc = 0.027440
Epoch 346
Validation prc-auc = 0.027509
Epoch 347
Validation prc-auc = 0.027317
Epoch 348
Validation prc-auc = 0.027271
Epoch 349
Loss = 1.7680e-01, PNorm = 111.8191, GNorm = 3.9335, lr_0 = 9.8384e-04
Validation prc-auc = 0.028405
Epoch 350
Validation prc-auc = 0.028896
Epoch 351
Validation prc-auc = 0.027982
Epoch 352
Validation prc-auc = 0.027647
Epoch 353
Loss = 6.7280e-02, PNorm = 111.9544, GNorm = 0.1331, lr_0 = 9.8361e-04
Loss = 5.9737e-03, PNorm = 111.9678, GNorm = 0.2463, lr_0 = 9.8359e-04
Validation prc-auc = 0.027953
Epoch 354
Validation prc-auc = 0.029266
Epoch 355
Validation prc-auc = 0.030248
Epoch 356
Validation prc-auc = 0.031784
Epoch 357
Validation prc-auc = 0.031365
Epoch 358
Loss = 8.3168e-02, PNorm = 112.1433, GNorm = 1.4740, lr_0 = 9.8335e-04
Validation prc-auc = 0.029246
Epoch 359
Validation prc-auc = 0.026772
Epoch 360
Validation prc-auc = 0.025364
Epoch 361
Validation prc-auc = 0.024080
Epoch 362
Validation prc-auc = 0.023363
Epoch 363
Loss = 3.1451e-02, PNorm = 112.3709, GNorm = 0.6882, lr_0 = 9.8311e-04
Validation prc-auc = 0.022959
Epoch 364
Validation prc-auc = 0.022405
Epoch 365
Validation prc-auc = 0.022384
Epoch 366
Validation prc-auc = 0.022502
Epoch 367
Loss = 1.0326e-01, PNorm = 112.5550, GNorm = 0.1027, lr_0 = 9.8288e-04
Loss = 6.6072e-03, PNorm = 112.5654, GNorm = 0.2485, lr_0 = 9.8286e-04
Validation prc-auc = 0.023009
Epoch 368
Validation prc-auc = 0.022822
Epoch 369
Validation prc-auc = 0.022626
Epoch 370
Validation prc-auc = 0.022135
Epoch 371
Validation prc-auc = 0.021171
Epoch 372
Loss = 2.9617e-02, PNorm = 112.6881, GNorm = 0.8063, lr_0 = 9.8262e-04
Loss = 4.1478e-02, PNorm = 112.6990, GNorm = 1.9091, lr_0 = 9.8260e-04
Validation prc-auc = 0.020758
Epoch 373
Validation prc-auc = 0.021135
Epoch 374
Validation prc-auc = 0.022514
Epoch 375
Validation prc-auc = 0.023449
Epoch 376
Validation prc-auc = 0.024291
Epoch 377
Loss = 1.2039e-02, PNorm = 112.8651, GNorm = 0.3226, lr_0 = 9.8237e-04
Validation prc-auc = 0.024781
Epoch 378
Validation prc-auc = 0.026012
Epoch 379
Validation prc-auc = 0.026703
Epoch 380
Validation prc-auc = 0.027454
Epoch 381
Validation prc-auc = 0.029294
Epoch 382
Loss = 4.4335e-01, PNorm = 113.0405, GNorm = 5.7308, lr_0 = 9.8211e-04
Validation prc-auc = 0.027172
Epoch 383
Validation prc-auc = 0.025930
Epoch 384
Validation prc-auc = 0.026028
Epoch 385
Validation prc-auc = 0.027453
Epoch 386
Loss = 1.3933e-01, PNorm = 113.4066, GNorm = 1.3993, lr_0 = 9.8189e-04
Loss = 2.5170e-01, PNorm = 113.4372, GNorm = 3.1861, lr_0 = 9.8187e-04
Validation prc-auc = 0.025646
Epoch 387
Validation prc-auc = 0.024291
Epoch 388
Validation prc-auc = 0.023783
Epoch 389
Validation prc-auc = 0.023919
Epoch 390
Validation prc-auc = 0.023828
Epoch 391
Loss = 4.6786e-02, PNorm = 113.7560, GNorm = 0.7292, lr_0 = 9.8163e-04
Validation prc-auc = 0.024023
Epoch 392
Validation prc-auc = 0.024282
Epoch 393
Validation prc-auc = 0.024016
Epoch 394
Validation prc-auc = 0.023389
Epoch 395
Validation prc-auc = 0.022701
Epoch 396
Loss = 4.2735e-02, PNorm = 113.9816, GNorm = 0.8829, lr_0 = 9.8138e-04
Validation prc-auc = 0.021646
Epoch 397
Validation prc-auc = 0.021018
Epoch 398
Validation prc-auc = 0.020592
Epoch 399
Validation prc-auc = 0.020312
Epoch 400
Loss = 3.6197e-02, PNorm = 114.2015, GNorm = 0.1839, lr_0 = 9.8116e-04
Loss = 2.8905e-04, PNorm = 114.2154, GNorm = 0.0151, lr_0 = 9.8114e-04
Validation prc-auc = 0.019990
Epoch 401
Validation prc-auc = 0.019580
Epoch 402
Validation prc-auc = 0.019677
Epoch 403
Validation prc-auc = 0.019645
Epoch 404
Validation prc-auc = 0.019125
Epoch 405
Loss = 2.1395e-01, PNorm = 114.3636, GNorm = 4.2087, lr_0 = 9.8089e-04
Loss = 1.6089e-03, PNorm = 114.3718, GNorm = 0.0468, lr_0 = 9.8088e-04
Validation prc-auc = 0.018769
Epoch 406
Validation prc-auc = 0.020969
Epoch 407
Validation prc-auc = 0.021783
Epoch 408
Validation prc-auc = 0.021021
Epoch 409
Validation prc-auc = 0.020716
Epoch 410
Loss = 3.0355e-01, PNorm = 114.6754, GNorm = 1.4121, lr_0 = 9.8065e-04
Validation prc-auc = 0.020311
Epoch 411
Validation prc-auc = 0.020164
Epoch 412
Validation prc-auc = 0.020645
Epoch 413
Validation prc-auc = 0.021149
Epoch 414
Validation prc-auc = 0.021141
Epoch 415
Loss = 1.5532e-01, PNorm = 115.1754, GNorm = 1.0448, lr_0 = 9.8039e-04
Validation prc-auc = 0.020767
Epoch 416
Validation prc-auc = 0.020152
Epoch 417
Validation prc-auc = 0.020424
Epoch 418
Validation prc-auc = 0.024322
Epoch 419
Loss = 8.4745e-02, PNorm = 115.4772, GNorm = 2.0939, lr_0 = 9.8016e-04
Loss = 3.2241e-01, PNorm = 115.5207, GNorm = 12.9925, lr_0 = 9.8015e-04
Validation prc-auc = 0.027222
Epoch 420
Validation prc-auc = 0.026219
Epoch 421
Validation prc-auc = 0.025534
Epoch 422
Validation prc-auc = 0.024200
Epoch 423
Validation prc-auc = 0.022174
Epoch 424
Loss = 1.8505e-01, PNorm = 116.2186, GNorm = 1.2035, lr_0 = 9.7990e-04
Validation prc-auc = 0.022376
Epoch 425
Validation prc-auc = 0.022114
Epoch 426
Validation prc-auc = 0.022135
Epoch 427
Validation prc-auc = 0.022738
Epoch 428
Validation prc-auc = 0.024910
Epoch 429
Loss = 5.6977e-02, PNorm = 116.6896, GNorm = 0.9636, lr_0 = 9.7966e-04
Validation prc-auc = 0.025344
Epoch 430
Validation prc-auc = 0.025120
Epoch 431
Validation prc-auc = 0.025503
Epoch 432
Validation prc-auc = 0.027119
Epoch 433
Loss = 2.5546e-01, PNorm = 117.0336, GNorm = 1.0230, lr_0 = 9.7942e-04
Validation prc-auc = 0.027076
Epoch 434
Validation prc-auc = 0.025645
Epoch 435
Validation prc-auc = 0.024622
Epoch 436
Validation prc-auc = 0.024820
Epoch 437
Validation prc-auc = 0.023949
Epoch 438
Loss = 1.2662e-01, PNorm = 117.6390, GNorm = 1.2277, lr_0 = 9.7917e-04
Loss = 6.6507e-03, PNorm = 117.6772, GNorm = 0.1708, lr_0 = 9.7916e-04
Validation prc-auc = 0.022250
Epoch 439
Validation prc-auc = 0.022047
Epoch 440
Validation prc-auc = 0.022192
Epoch 441
Validation prc-auc = 0.023208
Epoch 442
Validation prc-auc = 0.023086
Epoch 443
Loss = 2.0477e-01, PNorm = 118.0339, GNorm = 1.2776, lr_0 = 9.7893e-04
Validation prc-auc = 0.023443
Epoch 444
Validation prc-auc = 0.022471
Epoch 445
Validation prc-auc = 0.023095
Epoch 446
Validation prc-auc = 0.023756
Epoch 447
Validation prc-auc = 0.024392
Epoch 448
Loss = 1.3647e-01, PNorm = 118.4804, GNorm = 1.7425, lr_0 = 9.7867e-04
Validation prc-auc = 0.024271
Epoch 449
Validation prc-auc = 0.023566
Epoch 450
Validation prc-auc = 0.023389
Epoch 451
Validation prc-auc = 0.023289
Epoch 452
Loss = 2.1815e-01, PNorm = 118.7721, GNorm = 2.6093, lr_0 = 9.7845e-04
Loss = 3.8436e-01, PNorm = 118.7902, GNorm = 5.3218, lr_0 = 9.7843e-04
Validation prc-auc = 0.023215
Epoch 453
Validation prc-auc = 0.023081
Epoch 454
Validation prc-auc = 0.022201
Epoch 455
Validation prc-auc = 0.022211
Epoch 456
Validation prc-auc = 0.020674
Epoch 457
Loss = 1.1235e-01, PNorm = 119.0838, GNorm = 1.2246, lr_0 = 9.7819e-04
Loss = 2.3692e-02, PNorm = 119.1039, GNorm = 0.6569, lr_0 = 9.7817e-04
Validation prc-auc = 0.019259
Epoch 458
Validation prc-auc = 0.019623
Epoch 459
Validation prc-auc = 0.020932
Epoch 460
Validation prc-auc = 0.022219
Epoch 461
Validation prc-auc = 0.024434
Epoch 462
Loss = 1.0906e-01, PNorm = 119.3092, GNorm = 1.7535, lr_0 = 9.7794e-04
Validation prc-auc = 0.026660
Epoch 463
Validation prc-auc = 0.027232
Epoch 464
Validation prc-auc = 0.026078
Epoch 465
Validation prc-auc = 0.025827
Epoch 466
Loss = 2.9375e-02, PNorm = 119.4665, GNorm = 0.8699, lr_0 = 9.7770e-04
Validation prc-auc = 0.025421
Epoch 467
Validation prc-auc = 0.025718
Epoch 468
Validation prc-auc = 0.026701
Epoch 469
Validation prc-auc = 0.027039
Epoch 470
Validation prc-auc = 0.027222
Epoch 471
Loss = 3.9662e-02, PNorm = 119.6243, GNorm = 1.4771, lr_0 = 9.7746e-04
Loss = 2.6863e-02, PNorm = 119.6383, GNorm = 0.9600, lr_0 = 9.7744e-04
Validation prc-auc = 0.026531
Epoch 472
Validation prc-auc = 0.025891
Epoch 473
Validation prc-auc = 0.024738
Epoch 474
Validation prc-auc = 0.024871
Epoch 475
Validation prc-auc = 0.024685
Epoch 476
Loss = 6.2440e-02, PNorm = 119.8040, GNorm = 2.8294, lr_0 = 9.7721e-04
Validation prc-auc = 0.025506
Epoch 477
Validation prc-auc = 0.026036
Epoch 478
Validation prc-auc = 0.026714
Epoch 479
Validation prc-auc = 0.026981
Epoch 480
Validation prc-auc = 0.027304
Epoch 481
Loss = 2.7644e-02, PNorm = 119.9440, GNorm = 0.9875, lr_0 = 9.7695e-04
Validation prc-auc = 0.027930
Epoch 482
Validation prc-auc = 0.027383
Epoch 483
Validation prc-auc = 0.026846
Epoch 484
Validation prc-auc = 0.026682
Epoch 485
Loss = 9.8951e-02, PNorm = 120.0206, GNorm = 3.1628, lr_0 = 9.7673e-04
Loss = 7.3330e-04, PNorm = 120.0252, GNorm = 0.0327, lr_0 = 9.7671e-04
Validation prc-auc = 0.026272
Epoch 486
Validation prc-auc = 0.026684
Epoch 487
Validation prc-auc = 0.026709
Epoch 488
Validation prc-auc = 0.025959
Epoch 489
Validation prc-auc = 0.026489
Epoch 490
Loss = 7.8130e-03, PNorm = 120.1316, GNorm = 0.2121, lr_0 = 9.7647e-04
Loss = 1.1246e-02, PNorm = 120.1411, GNorm = 1.1989, lr_0 = 9.7645e-04
Validation prc-auc = 0.026270
Epoch 491
Validation prc-auc = 0.025932
Epoch 492
Validation prc-auc = 0.025283
Epoch 493
Validation prc-auc = 0.024967
Epoch 494
Validation prc-auc = 0.024923
Epoch 495
Loss = 6.4073e-03, PNorm = 120.2400, GNorm = 0.1553, lr_0 = 9.7623e-04
Validation prc-auc = 0.024155
Epoch 496
Validation prc-auc = 0.024202
Epoch 497
Validation prc-auc = 0.023977
Epoch 498
Validation prc-auc = 0.023848
Epoch 499
Loss = 3.7294e-02, PNorm = 120.3640, GNorm = 0.0235, lr_0 = 9.7599e-04
Validation prc-auc = 0.024093
Epoch 500
Validation prc-auc = 0.024184
Epoch 501
Validation prc-auc = 0.025805
Epoch 502
Validation prc-auc = 0.030532
Epoch 503
Validation prc-auc = 0.032153
Epoch 504
Loss = 2.8746e-02, PNorm = 120.4754, GNorm = 1.3472, lr_0 = 9.7574e-04
Loss = 1.3866e-02, PNorm = 120.4837, GNorm = 0.5090, lr_0 = 9.7573e-04
Validation prc-auc = 0.036235
Epoch 505
Validation prc-auc = 0.039818
Epoch 506
Validation prc-auc = 0.039692
Epoch 507
Validation prc-auc = 0.037641
Epoch 508
Validation prc-auc = 0.038068
Epoch 509
Loss = 3.1924e-01, PNorm = 120.5926, GNorm = 1.7972, lr_0 = 9.7550e-04
Validation prc-auc = 0.036819
Epoch 510
Validation prc-auc = 0.034828
Epoch 511
Validation prc-auc = 0.032482
Epoch 512
Validation prc-auc = 0.031287
Epoch 513
Validation prc-auc = 0.029474
Epoch 514
Loss = 1.1293e-02, PNorm = 120.6992, GNorm = 0.1632, lr_0 = 9.7524e-04
Validation prc-auc = 0.028731
Epoch 515
Validation prc-auc = 0.028241
Epoch 516
Validation prc-auc = 0.027911
Epoch 517
Validation prc-auc = 0.028659
Epoch 518
Loss = 5.6254e-03, PNorm = 120.7953, GNorm = 0.2404, lr_0 = 9.7502e-04
Loss = 9.1156e-03, PNorm = 120.8028, GNorm = 0.3213, lr_0 = 9.7500e-04
Validation prc-auc = 0.029796
Epoch 519
Validation prc-auc = 0.030190
Epoch 520
Validation prc-auc = 0.030540
Epoch 521
Validation prc-auc = 0.030633
Epoch 522
Validation prc-auc = 0.030853
Epoch 523
Loss = 3.7338e-02, PNorm = 120.8868, GNorm = 0.0311, lr_0 = 9.7476e-04
Loss = 1.3417e-04, PNorm = 120.8910, GNorm = 0.0089, lr_0 = 9.7474e-04
Validation prc-auc = 0.030806
Epoch 524
Validation prc-auc = 0.031704
Epoch 525
Validation prc-auc = 0.033239
Epoch 526
Validation prc-auc = 0.029546
Epoch 527
Validation prc-auc = 0.026797
Epoch 528
Loss = 1.7607e-03, PNorm = 121.0505, GNorm = 0.0395, lr_0 = 9.7452e-04
Validation prc-auc = 0.025346
Epoch 529
Validation prc-auc = 0.025717
Epoch 530
Validation prc-auc = 0.024976
Epoch 531
Validation prc-auc = 0.023684
Epoch 532
Validation prc-auc = 0.022401
Epoch 533
Loss = 5.2516e-02, PNorm = 121.3074, GNorm = 1.2017, lr_0 = 9.7426e-04
Validation prc-auc = 0.022306
Epoch 534
Validation prc-auc = 0.021982
Epoch 535
Validation prc-auc = 0.023089
Epoch 536
Validation prc-auc = 0.023962
Epoch 537
Loss = 2.5366e-02, PNorm = 121.4816, GNorm = 0.3548, lr_0 = 9.7403e-04
Loss = 1.2604e-02, PNorm = 121.4964, GNorm = 0.2374, lr_0 = 9.7401e-04
Validation prc-auc = 0.024729
Epoch 538
Validation prc-auc = 0.025114
Epoch 539
Validation prc-auc = 0.026126
Epoch 540
Validation prc-auc = 0.026311
Epoch 541
Validation prc-auc = 0.030840
Epoch 542
Loss = 5.5149e-02, PNorm = 121.6646, GNorm = 1.2726, lr_0 = 9.7379e-04
Validation prc-auc = 0.032689
Epoch 543
Validation prc-auc = 0.031797
Epoch 544
Validation prc-auc = 0.031976
Epoch 545
Validation prc-auc = 0.031363
Epoch 546
Validation prc-auc = 0.030258
Epoch 547
Loss = 1.3417e-02, PNorm = 121.8054, GNorm = 0.1976, lr_0 = 9.7353e-04
Validation prc-auc = 0.030120
Epoch 548
Validation prc-auc = 0.030039
Epoch 549
Validation prc-auc = 0.029413
Epoch 550
Validation prc-auc = 0.028444
Epoch 551
Loss = 5.3708e-02, PNorm = 121.8898, GNorm = 0.5954, lr_0 = 9.7331e-04
Loss = 4.4204e-03, PNorm = 121.8946, GNorm = 0.1269, lr_0 = 9.7329e-04
Validation prc-auc = 0.027879
Epoch 552
Validation prc-auc = 0.026296
Epoch 553
Validation prc-auc = 0.023615
Epoch 554
Validation prc-auc = 0.022834
Epoch 555
Validation prc-auc = 0.022767
Epoch 556
Loss = 7.4107e-02, PNorm = 121.9823, GNorm = 1.6283, lr_0 = 9.7305e-04
Loss = 6.7528e-02, PNorm = 121.9873, GNorm = 1.6401, lr_0 = 9.7303e-04
Validation prc-auc = 0.023325
Epoch 557
Validation prc-auc = 0.024677
Epoch 558
Validation prc-auc = 0.026297
Epoch 559
Validation prc-auc = 0.027253
Epoch 560
Validation prc-auc = 0.028103
Epoch 561
Loss = 1.2186e-02, PNorm = 122.0588, GNorm = 0.2217, lr_0 = 9.7281e-04
Validation prc-auc = 0.028436
Epoch 562
Validation prc-auc = 0.028614
Epoch 563
Validation prc-auc = 0.028798
Epoch 564
Validation prc-auc = 0.027902
Epoch 565
Validation prc-auc = 0.028935
Epoch 566
Loss = 1.4608e-02, PNorm = 122.1835, GNorm = 1.3305, lr_0 = 9.7255e-04
Validation prc-auc = 0.029293
Epoch 567
Validation prc-auc = 0.023381
Epoch 568
Validation prc-auc = 0.019768
Epoch 569
Validation prc-auc = 0.017680
Epoch 570
Loss = 1.1441e-01, PNorm = 122.5796, GNorm = 0.3860, lr_0 = 9.7232e-04
Loss = 6.1499e-02, PNorm = 122.6214, GNorm = 1.8907, lr_0 = 9.7231e-04
Validation prc-auc = 0.022328
Epoch 571
Validation prc-auc = 0.022614
Epoch 572
Validation prc-auc = 0.022766
Epoch 573
Validation prc-auc = 0.022495
Epoch 574
Validation prc-auc = 0.022157
Epoch 575
Loss = 1.0607e-01, PNorm = 123.0647, GNorm = 1.2039, lr_0 = 9.7208e-04
Validation prc-auc = 0.021666
Epoch 576
Validation prc-auc = 0.021966
Epoch 577
Validation prc-auc = 0.022523
Epoch 578
Validation prc-auc = 0.022935
Epoch 579
Validation prc-auc = 0.023198
Epoch 580
Loss = 9.3430e-02, PNorm = 123.3554, GNorm = 0.7750, lr_0 = 9.7182e-04
Validation prc-auc = 0.022789
Epoch 581
Validation prc-auc = 0.023531
Epoch 582
Validation prc-auc = 0.025560
Epoch 583
Validation prc-auc = 0.026693
Epoch 584
Loss = 1.0801e-01, PNorm = 123.5006, GNorm = 1.5181, lr_0 = 9.7160e-04
Loss = 2.8212e-03, PNorm = 123.5096, GNorm = 0.0884, lr_0 = 9.7158e-04
Validation prc-auc = 0.027243
Epoch 585
Validation prc-auc = 0.027709
Epoch 586
Validation prc-auc = 0.027757
Epoch 587
Validation prc-auc = 0.027975
Epoch 588
Validation prc-auc = 0.028204
Epoch 589
Loss = 4.8675e-02, PNorm = 123.6115, GNorm = 1.6321, lr_0 = 9.7134e-04
Loss = 4.2947e-02, PNorm = 123.6181, GNorm = 2.5620, lr_0 = 9.7132e-04
Validation prc-auc = 0.028047
Epoch 590
Validation prc-auc = 0.028969
Epoch 591
Validation prc-auc = 0.030112
Epoch 592
Validation prc-auc = 0.031057
Epoch 593
Validation prc-auc = 0.030253
Epoch 594
Loss = 9.9077e-03, PNorm = 123.7074, GNorm = 0.2086, lr_0 = 9.7110e-04
Validation prc-auc = 0.029891
Epoch 595
Validation prc-auc = 0.029430
Epoch 596
Validation prc-auc = 0.029383
Epoch 597
Validation prc-auc = 0.029221
Epoch 598
Validation prc-auc = 0.029201
Epoch 599
Loss = 2.6328e-03, PNorm = 123.7741, GNorm = 0.0518, lr_0 = 9.7084e-04
Validation prc-auc = 0.028865
Epoch 600
Validation prc-auc = 0.028287
Epoch 601
Validation prc-auc = 0.027934
Epoch 602
Validation prc-auc = 0.028209
Epoch 603
Loss = 9.2227e-02, PNorm = 123.8151, GNorm = 1.8695, lr_0 = 9.7062e-04
Loss = 2.9021e-03, PNorm = 123.8176, GNorm = 0.0956, lr_0 = 9.7060e-04
Validation prc-auc = 0.027663
Epoch 604
Validation prc-auc = 0.026684
Epoch 605
Validation prc-auc = 0.025978
Epoch 606
Validation prc-auc = 0.025900
Epoch 607
Validation prc-auc = 0.026308
Epoch 608
Loss = 1.1429e-02, PNorm = 123.8769, GNorm = 0.3633, lr_0 = 9.7036e-04
Validation prc-auc = 0.026422
Epoch 609
Validation prc-auc = 0.025912
Epoch 610
Validation prc-auc = 0.025473
Epoch 611
Validation prc-auc = 0.025023
Epoch 612
Validation prc-auc = 0.024693
Epoch 613
Loss = 8.1982e-03, PNorm = 123.9569, GNorm = 0.8019, lr_0 = 9.7012e-04
Validation prc-auc = 0.024527
Epoch 614
Validation prc-auc = 0.024486
Epoch 615
Validation prc-auc = 0.024302
Epoch 616
Validation prc-auc = 0.024338
Epoch 617
Loss = 7.8016e-02, PNorm = 124.0198, GNorm = 1.4546, lr_0 = 9.6990e-04
Loss = 3.1895e-03, PNorm = 124.0228, GNorm = 0.0855, lr_0 = 9.6988e-04
Validation prc-auc = 0.024672
Epoch 618
Validation prc-auc = 0.024659
Epoch 619
Validation prc-auc = 0.024606
Epoch 620
Validation prc-auc = 0.024646
Epoch 621
Validation prc-auc = 0.024819
Epoch 622
Loss = 4.6154e-03, PNorm = 124.0647, GNorm = 0.0475, lr_0 = 9.6964e-04
Loss = 4.0170e-04, PNorm = 124.0670, GNorm = 0.0175, lr_0 = 9.6962e-04
Validation prc-auc = 0.025000
Epoch 623
Validation prc-auc = 0.025110
Epoch 624
Validation prc-auc = 0.025341
Epoch 625
Validation prc-auc = 0.025492
Epoch 626
Validation prc-auc = 0.025435
Epoch 627
Loss = 1.4030e-02, PNorm = 124.0924, GNorm = 0.6237, lr_0 = 9.6940e-04
Validation prc-auc = 0.025567
Epoch 628
Validation prc-auc = 0.025830
Epoch 629
Validation prc-auc = 0.026001
Epoch 630
Validation prc-auc = 0.025872
Epoch 631
Validation prc-auc = 0.026073
Epoch 632
Loss = 4.1565e-03, PNorm = 124.1235, GNorm = 0.1006, lr_0 = 9.6914e-04
Validation prc-auc = 0.026107
Epoch 633
Validation prc-auc = 0.026015
Epoch 634
Validation prc-auc = 0.026089
Epoch 635
Validation prc-auc = 0.026128
Epoch 636
Loss = 3.8047e-02, PNorm = 124.1557, GNorm = 0.1921, lr_0 = 9.6892e-04
Loss = 1.4570e-03, PNorm = 124.1581, GNorm = 0.0595, lr_0 = 9.6890e-04
Validation prc-auc = 0.026486
Epoch 637
Validation prc-auc = 0.026944
Epoch 638
Validation prc-auc = 0.027619
Epoch 639
Validation prc-auc = 0.027133
Epoch 640
Validation prc-auc = 0.026331
Epoch 641
Loss = 6.2572e-02, PNorm = 124.1965, GNorm = 0.0509, lr_0 = 9.6866e-04
Validation prc-auc = 0.025750
Epoch 642
Validation prc-auc = 0.024518
Epoch 643
Validation prc-auc = 0.022829
Epoch 644
Validation prc-auc = 0.021740
Epoch 645
Validation prc-auc = 0.021256
Epoch 646
Loss = 1.4981e-02, PNorm = 124.2480, GNorm = 0.9343, lr_0 = 9.6842e-04
Validation prc-auc = 0.020819
Epoch 647
Validation prc-auc = 0.021846
Epoch 648
Validation prc-auc = 0.023894
Epoch 649
Validation prc-auc = 0.025821
Epoch 650
Loss = 1.8615e-02, PNorm = 124.3324, GNorm = 0.6273, lr_0 = 9.6820e-04
Loss = 6.0235e-04, PNorm = 124.3439, GNorm = 0.0267, lr_0 = 9.6818e-04
Validation prc-auc = 0.028012
Epoch 651
Validation prc-auc = 0.030287
Epoch 652
Validation prc-auc = 0.032400
Epoch 653
Validation prc-auc = 0.033889
Epoch 654
Validation prc-auc = 0.033761
Epoch 655
Loss = 1.8065e-01, PNorm = 124.4574, GNorm = 2.1521, lr_0 = 9.6794e-04
Loss = 1.2279e-04, PNorm = 124.4619, GNorm = 0.0076, lr_0 = 9.6792e-04
Validation prc-auc = 0.031353
Epoch 656
Validation prc-auc = 0.030137
Epoch 657
Validation prc-auc = 0.029240
Epoch 658
Validation prc-auc = 0.027767
Epoch 659
Validation prc-auc = 0.026717
Epoch 660
Loss = 7.4158e-03, PNorm = 124.5517, GNorm = 0.1952, lr_0 = 9.6770e-04
Validation prc-auc = 0.026454
Epoch 661
Validation prc-auc = 0.027133
Epoch 662
Validation prc-auc = 0.028605
Epoch 663
Validation prc-auc = 0.029389
Epoch 664
Validation prc-auc = 0.030063
Epoch 665
Loss = 5.3302e-02, PNorm = 124.6834, GNorm = 0.7316, lr_0 = 9.6744e-04
Validation prc-auc = 0.030637
Epoch 666
Validation prc-auc = 0.030345
Epoch 667
Validation prc-auc = 0.030092
Epoch 668
Validation prc-auc = 0.029937
Epoch 669
Loss = 1.4380e-01, PNorm = 124.7831, GNorm = 2.3167, lr_0 = 9.6722e-04
Loss = 5.9406e-06, PNorm = 124.7870, GNorm = 0.0004, lr_0 = 9.6720e-04
Validation prc-auc = 0.030480
Epoch 670
Validation prc-auc = 0.030540
Epoch 671
Validation prc-auc = 0.030288
Epoch 672
Validation prc-auc = 0.029912
Epoch 673
Validation prc-auc = 0.029256
Epoch 674
Loss = 7.0296e-03, PNorm = 124.8759, GNorm = 0.1409, lr_0 = 9.6696e-04
Validation prc-auc = 0.028849
Epoch 675
Validation prc-auc = 0.028566
Epoch 676
Validation prc-auc = 0.028489
Epoch 677
Validation prc-auc = 0.027855
Epoch 678
Validation prc-auc = 0.027624
Epoch 679
Loss = 1.5231e-03, PNorm = 124.9519, GNorm = 0.0389, lr_0 = 9.6672e-04
Validation prc-auc = 0.027257
Epoch 680
Validation prc-auc = 0.026348
Epoch 681
Validation prc-auc = 0.025021
Epoch 682
Validation prc-auc = 0.025978
Epoch 683
Loss = 1.2765e-01, PNorm = 125.0932, GNorm = 0.0055, lr_0 = 9.6648e-04
Validation prc-auc = 0.026478
Epoch 684
Validation prc-auc = 0.026189
Epoch 685
Validation prc-auc = 0.025762
Epoch 686
Validation prc-auc = 0.025870
Epoch 687
Validation prc-auc = 0.025544
Epoch 688
Loss = 2.1967e-02, PNorm = 125.3264, GNorm = 2.0122, lr_0 = 9.6624e-04
Loss = 3.6775e-04, PNorm = 125.3408, GNorm = 0.0253, lr_0 = 9.6622e-04
Validation prc-auc = 0.024409
Epoch 689
Validation prc-auc = 0.023083
Epoch 690
Validation prc-auc = 0.022021
Epoch 691
Validation prc-auc = 0.022632
Epoch 692
Validation prc-auc = 0.023114
Epoch 693
Loss = 5.0134e-02, PNorm = 125.5427, GNorm = 0.6906, lr_0 = 9.6600e-04
Validation prc-auc = 0.023114
Epoch 694
Validation prc-auc = 0.023453
Epoch 695
Validation prc-auc = 0.023914
Epoch 696
Validation prc-auc = 0.023881
Epoch 697
Validation prc-auc = 0.023929
Epoch 698
Loss = 3.2156e-02, PNorm = 125.7430, GNorm = 0.9220, lr_0 = 9.6574e-04
Validation prc-auc = 0.023841
Epoch 699
Validation prc-auc = 0.023888
Epoch 700
Validation prc-auc = 0.024009
Epoch 701
Validation prc-auc = 0.024069
Epoch 702
Loss = 2.3427e-02, PNorm = 125.8344, GNorm = 0.2114, lr_0 = 9.6552e-04
Loss = 7.2928e-04, PNorm = 125.8400, GNorm = 0.0275, lr_0 = 9.6550e-04
Validation prc-auc = 0.024314
Epoch 703
Validation prc-auc = 0.024620
Epoch 704
Validation prc-auc = 0.025050
Epoch 705
Validation prc-auc = 0.025262
Epoch 706
Validation prc-auc = 0.025619
Epoch 707
Loss = 2.7724e-03, PNorm = 125.9052, GNorm = 0.0673, lr_0 = 9.6526e-04
Loss = 3.2618e-01, PNorm = 125.9091, GNorm = 4.4519, lr_0 = 9.6525e-04
Validation prc-auc = 0.025082
Epoch 708
Validation prc-auc = 0.022802
Epoch 709
Validation prc-auc = 0.023454
Epoch 710
Validation prc-auc = 0.026043
Epoch 711
Validation prc-auc = 0.026645
Epoch 712
Loss = 3.5154e-02, PNorm = 125.9972, GNorm = 0.7370, lr_0 = 9.6502e-04
Validation prc-auc = 0.027004
Epoch 713
Validation prc-auc = 0.027086
Epoch 714
Validation prc-auc = 0.027232
Epoch 715
Validation prc-auc = 0.027586
Epoch 716
Loss = 2.3127e-03, PNorm = 126.0977, GNorm = 0.0299, lr_0 = 9.6479e-04
Validation prc-auc = 0.027624
Epoch 717
Validation prc-auc = 0.028511
Epoch 718
Validation prc-auc = 0.028734
Epoch 719
Validation prc-auc = 0.029187
Epoch 720
Validation prc-auc = 0.029233
Epoch 721
Loss = 6.2708e-02, PNorm = 126.1684, GNorm = 1.2599, lr_0 = 9.6455e-04
Loss = 2.9821e-04, PNorm = 126.1737, GNorm = 0.0117, lr_0 = 9.6453e-04
Validation prc-auc = 0.028901
Epoch 722
Validation prc-auc = 0.028062
Epoch 723
Validation prc-auc = 0.027824
Epoch 724
Validation prc-auc = 0.028016
Epoch 725
Validation prc-auc = 0.028512
Epoch 726
Loss = 4.2605e-03, PNorm = 126.2320, GNorm = 0.0907, lr_0 = 9.6431e-04
Validation prc-auc = 0.028819
Epoch 727
Validation prc-auc = 0.028924
Epoch 728
Validation prc-auc = 0.028322
Epoch 729
Validation prc-auc = 0.028177
Epoch 730
Validation prc-auc = 0.028052
Epoch 731
Loss = 1.9756e-03, PNorm = 126.2909, GNorm = 0.1136, lr_0 = 9.6405e-04
Validation prc-auc = 0.027718
Epoch 732
Validation prc-auc = 0.027602
Epoch 733
Validation prc-auc = 0.027496
Epoch 734
Validation prc-auc = 0.028009
Epoch 735
Loss = 1.4872e-02, PNorm = 126.3199, GNorm = 0.1584, lr_0 = 9.6383e-04
Loss = 2.5608e-03, PNorm = 126.3220, GNorm = 0.1082, lr_0 = 9.6381e-04
Validation prc-auc = 0.028354
Epoch 736
Validation prc-auc = 0.029140
Epoch 737
Validation prc-auc = 0.029224
Epoch 738
Validation prc-auc = 0.029170
Epoch 739
Validation prc-auc = 0.028842
Epoch 740
Loss = 1.9644e-02, PNorm = 126.3576, GNorm = 0.5606, lr_0 = 9.6357e-04
Loss = 2.6742e-05, PNorm = 126.3597, GNorm = 0.0013, lr_0 = 9.6355e-04
Validation prc-auc = 0.028922
Epoch 741
Validation prc-auc = 0.028573
Epoch 742
Validation prc-auc = 0.028619
Epoch 743
Validation prc-auc = 0.028932
Epoch 744
Validation prc-auc = 0.028693
Epoch 745
Loss = 7.3025e-02, PNorm = 126.3893, GNorm = 1.3847, lr_0 = 9.6333e-04
Validation prc-auc = 0.030094
Epoch 746
Validation prc-auc = 0.031867
Epoch 747
Validation prc-auc = 0.033346
Epoch 748
Validation prc-auc = 0.033340
Epoch 749
Loss = 5.3831e-02, PNorm = 126.6480, GNorm = 0.6916, lr_0 = 9.6309e-04
Validation prc-auc = 0.031948
Epoch 750
Validation prc-auc = 0.030892
Epoch 751
Validation prc-auc = 0.029395
Epoch 752
Validation prc-auc = 0.028719
Epoch 753
Validation prc-auc = 0.027755
Epoch 754
Loss = 2.7573e-01, PNorm = 126.9142, GNorm = 4.5885, lr_0 = 9.6285e-04
Loss = 9.7308e-03, PNorm = 126.9382, GNorm = 0.3703, lr_0 = 9.6284e-04
Validation prc-auc = 0.026972
Epoch 755
Validation prc-auc = 0.028393
Epoch 756
Validation prc-auc = 0.029542
Epoch 757
Validation prc-auc = 0.029980
Epoch 758
Validation prc-auc = 0.029313
Epoch 759
Loss = 4.3291e-02, PNorm = 127.3027, GNorm = 0.5909, lr_0 = 9.6262e-04
Validation prc-auc = 0.029041
Epoch 760
Validation prc-auc = 0.029472
Epoch 761
Validation prc-auc = 0.029677
Epoch 762
Validation prc-auc = 0.030029
Epoch 763
Validation prc-auc = 0.031048
Epoch 764
Loss = 8.8536e-02, PNorm = 127.5954, GNorm = 1.1516, lr_0 = 9.6236e-04
Validation prc-auc = 0.032091
Epoch 765
Validation prc-auc = 0.031946
Epoch 766
Validation prc-auc = 0.031797
Epoch 767
Validation prc-auc = 0.031543
Epoch 768
Loss = 9.0713e-03, PNorm = 127.7185, GNorm = 0.4857, lr_0 = 9.6214e-04
Loss = 2.0897e-02, PNorm = 127.7269, GNorm = 0.6923, lr_0 = 9.6212e-04
Validation prc-auc = 0.030575
Epoch 769
Validation prc-auc = 0.030394
Epoch 770
Validation prc-auc = 0.030583
Epoch 771
Validation prc-auc = 0.029833
Epoch 772
Validation prc-auc = 0.029547
Epoch 773
Loss = 1.3334e-02, PNorm = 127.7923, GNorm = 1.0833, lr_0 = 9.6188e-04
Loss = 2.5076e-03, PNorm = 127.7961, GNorm = 0.0844, lr_0 = 9.6186e-04
Validation prc-auc = 0.029843
Epoch 774
Validation prc-auc = 0.029950
Epoch 775
Validation prc-auc = 0.029060
Epoch 776
Validation prc-auc = 0.028150
Epoch 777
Validation prc-auc = 0.026780
Epoch 778
Loss = 1.1209e-01, PNorm = 127.9336, GNorm = 1.4719, lr_0 = 9.6164e-04
Validation prc-auc = 0.026096
Epoch 779
Validation prc-auc = 0.026216
Epoch 780
Validation prc-auc = 0.026658
Epoch 781
Validation prc-auc = 0.026750
Epoch 782
Validation prc-auc = 0.026478
Epoch 783
Loss = 8.4620e-02, PNorm = 128.0848, GNorm = 1.0123, lr_0 = 9.6139e-04
Validation prc-auc = 0.025615
Epoch 784
Validation prc-auc = 0.024838
Epoch 785
Validation prc-auc = 0.024345
Epoch 786
Validation prc-auc = 0.023847
Epoch 787
Loss = 3.2509e-02, PNorm = 128.1959, GNorm = 0.3563, lr_0 = 9.6117e-04
Loss = 3.9851e-04, PNorm = 128.2034, GNorm = 0.0226, lr_0 = 9.6115e-04
Validation prc-auc = 0.023363
Epoch 788
Validation prc-auc = 0.023319
Epoch 789
Validation prc-auc = 0.023414
Epoch 790
Validation prc-auc = 0.023613
Epoch 791
Validation prc-auc = 0.024136
Epoch 792
Loss = 1.0499e-03, PNorm = 128.3073, GNorm = 0.0360, lr_0 = 9.6093e-04
Validation prc-auc = 0.024633
Epoch 793
Validation prc-auc = 0.025941
Epoch 794
Validation prc-auc = 0.026261
Epoch 795
Validation prc-auc = 0.026638
Epoch 796
Validation prc-auc = 0.026603
Epoch 797
Loss = 1.7570e-01, PNorm = 128.3973, GNorm = 2.6798, lr_0 = 9.6067e-04
Validation prc-auc = 0.026004
Epoch 798
Validation prc-auc = 0.025692
Epoch 799
Validation prc-auc = 0.025073
Epoch 800
Validation prc-auc = 0.024968
Epoch 801
Loss = 8.8949e-03, PNorm = 128.5233, GNorm = 0.1578, lr_0 = 9.6045e-04
Loss = 9.4603e-04, PNorm = 128.5344, GNorm = 0.0323, lr_0 = 9.6043e-04
Validation prc-auc = 0.024533
Epoch 802
Validation prc-auc = 0.024032
Epoch 803
Validation prc-auc = 0.024312
Epoch 804
Validation prc-auc = 0.024636
Epoch 805
Validation prc-auc = 0.024722
Epoch 806
Loss = 4.7346e-02, PNorm = 128.6620, GNorm = 0.4581, lr_0 = 9.6019e-04
Loss = 3.0355e-04, PNorm = 128.6699, GNorm = 0.0190, lr_0 = 9.6018e-04
Validation prc-auc = 0.024400
Epoch 807
Validation prc-auc = 0.023935
Epoch 808
Validation prc-auc = 0.023628
Epoch 809
Validation prc-auc = 0.023282
Epoch 810
Validation prc-auc = 0.023128
Epoch 811
Loss = 2.3174e-03, PNorm = 128.7790, GNorm = 0.0444, lr_0 = 9.5996e-04
Validation prc-auc = 0.023062
Epoch 812
Validation prc-auc = 0.022871
Epoch 813
Validation prc-auc = 0.022728
Epoch 814
Validation prc-auc = 0.022934
Epoch 815
Validation prc-auc = 0.023847
Epoch 816
Loss = 4.9239e-04, PNorm = 128.8787, GNorm = 0.0154, lr_0 = 9.5970e-04
Validation prc-auc = 0.024237
Epoch 817
Validation prc-auc = 0.024732
Epoch 818
Validation prc-auc = 0.025274
Epoch 819
Validation prc-auc = 0.026182
Epoch 820
Loss = 3.1229e-03, PNorm = 128.9742, GNorm = 0.1489, lr_0 = 9.5948e-04
Loss = 7.0487e-05, PNorm = 128.9808, GNorm = 0.0046, lr_0 = 9.5946e-04
Validation prc-auc = 0.026879
Epoch 821
Validation prc-auc = 0.026579
Epoch 822
Validation prc-auc = 0.024921
Epoch 823
Validation prc-auc = 0.024256
Epoch 824
Validation prc-auc = 0.023355
Epoch 825
Loss = 1.9384e-02, PNorm = 129.0694, GNorm = 1.6722, lr_0 = 9.5924e-04
Validation prc-auc = 0.022336
Epoch 826
Validation prc-auc = 0.022181
Epoch 827
Validation prc-auc = 0.022436
Epoch 828
Validation prc-auc = 0.023200
Epoch 829
Validation prc-auc = 0.023860
Epoch 830
Loss = 1.0633e-01, PNorm = 129.2162, GNorm = 1.7337, lr_0 = 9.5899e-04
Validation prc-auc = 0.024915
Epoch 831
Validation prc-auc = 0.025802
Epoch 832
Validation prc-auc = 0.025710
Epoch 833
Validation prc-auc = 0.025245
Epoch 834
Loss = 7.7360e-02, PNorm = 129.3395, GNorm = 0.0454, lr_0 = 9.5877e-04
Loss = 4.4281e-05, PNorm = 129.3453, GNorm = 0.0027, lr_0 = 9.5875e-04
Validation prc-auc = 0.025562
Epoch 835
Validation prc-auc = 0.026408
Epoch 836
Validation prc-auc = 0.026955
Epoch 837
Validation prc-auc = 0.027799
Epoch 838
Validation prc-auc = 0.028662
Epoch 839
Loss = 4.3271e-03, PNorm = 129.4279, GNorm = 0.1952, lr_0 = 9.5851e-04
Loss = 1.6137e-02, PNorm = 129.4335, GNorm = 1.2495, lr_0 = 9.5849e-04
Validation prc-auc = 0.028076
Epoch 840
Validation prc-auc = 0.027251
Epoch 841
Validation prc-auc = 0.027107
Epoch 842
Validation prc-auc = 0.026936
Epoch 843
Validation prc-auc = 0.027056
Epoch 844
Loss = 9.2822e-03, PNorm = 129.4922, GNorm = 0.4125, lr_0 = 9.5827e-04
Validation prc-auc = 0.027142
Epoch 845
Validation prc-auc = 0.026864
Epoch 846
Validation prc-auc = 0.026631
Epoch 847
Validation prc-auc = 0.026587
Epoch 848
Validation prc-auc = 0.026511
Epoch 849
Loss = 2.7605e-02, PNorm = 129.6031, GNorm = 2.2848, lr_0 = 9.5802e-04
Validation prc-auc = 0.027330
Epoch 850
Validation prc-auc = 0.028111
Epoch 851
Validation prc-auc = 0.028776
Epoch 852
Validation prc-auc = 0.029047
Epoch 853
Loss = 2.9741e-03, PNorm = 129.6866, GNorm = 0.0861, lr_0 = 9.5780e-04
Loss = 1.3644e-04, PNorm = 129.6915, GNorm = 0.0087, lr_0 = 9.5778e-04
Validation prc-auc = 0.029447
Epoch 854
Validation prc-auc = 0.029582
Epoch 855
Validation prc-auc = 0.029795
Epoch 856
Validation prc-auc = 0.029864
Epoch 857
Validation prc-auc = 0.029939
Epoch 858
Loss = 2.0174e-02, PNorm = 129.7484, GNorm = 1.2895, lr_0 = 9.5754e-04
Validation prc-auc = 0.030018
Epoch 859
Validation prc-auc = 0.029983
Epoch 860
Validation prc-auc = 0.030017
Epoch 861
Validation prc-auc = 0.030422
Epoch 862
Validation prc-auc = 0.030411
Epoch 863
Loss = 3.3642e-03, PNorm = 129.8006, GNorm = 0.0904, lr_0 = 9.5730e-04
Validation prc-auc = 0.030576
Epoch 864
Validation prc-auc = 0.031170
Epoch 865
Validation prc-auc = 0.031520
Epoch 866
Validation prc-auc = 0.031473
Epoch 867
Loss = 1.6540e-02, PNorm = 129.8431, GNorm = 0.3718, lr_0 = 9.5708e-04
Loss = 5.4645e-03, PNorm = 129.8466, GNorm = 0.2417, lr_0 = 9.5707e-04
Validation prc-auc = 0.031425
Epoch 868
Validation prc-auc = 0.031418
Epoch 869
Validation prc-auc = 0.031666
Epoch 870
Validation prc-auc = 0.031549
Epoch 871
Validation prc-auc = 0.031100
Epoch 872
Loss = 5.9540e-02, PNorm = 129.8924, GNorm = 0.0654, lr_0 = 9.5683e-04
Loss = 6.2591e-03, PNorm = 129.8994, GNorm = 0.2790, lr_0 = 9.5681e-04
Validation prc-auc = 0.030666
Epoch 873
Validation prc-auc = 0.030358
Epoch 874
Validation prc-auc = 0.029682
Epoch 875
Validation prc-auc = 0.029664
Epoch 876
Validation prc-auc = 0.029478
Epoch 877
Loss = 5.9873e-03, PNorm = 129.9876, GNorm = 0.1083, lr_0 = 9.5659e-04
Validation prc-auc = 0.028943
Epoch 878
Validation prc-auc = 0.028736
Epoch 879
Validation prc-auc = 0.028449
Epoch 880
Validation prc-auc = 0.028247
Epoch 881
Validation prc-auc = 0.027990
Epoch 882
Loss = 1.3190e-01, PNorm = 130.0472, GNorm = 0.8746, lr_0 = 9.5634e-04
Validation prc-auc = 0.028217
Epoch 883
Validation prc-auc = 0.028350
Epoch 884
Validation prc-auc = 0.028573
Epoch 885
Validation prc-auc = 0.028839
Epoch 886
Loss = 4.4008e-03, PNorm = 130.0788, GNorm = 0.1036, lr_0 = 9.5612e-04
Loss = 1.7166e-01, PNorm = 130.0858, GNorm = 11.5626, lr_0 = 9.5610e-04
Validation prc-auc = 0.027837
Epoch 887
Validation prc-auc = 0.025183
Epoch 888
Validation prc-auc = 0.024243
Epoch 889
Validation prc-auc = 0.024138
Epoch 890
Validation prc-auc = 0.024961
Epoch 891
Loss = 1.9932e-02, PNorm = 130.2557, GNorm = 0.9084, lr_0 = 9.5586e-04
Validation prc-auc = 0.027444
Epoch 892
Validation prc-auc = 0.028909
Epoch 893
Validation prc-auc = 0.029639
Epoch 894
Validation prc-auc = 0.032996
Epoch 895
Validation prc-auc = 0.034533
Epoch 896
Loss = 6.4499e-03, PNorm = 130.4619, GNorm = 0.2393, lr_0 = 9.5563e-04
Validation prc-auc = 0.034361
Epoch 897
Validation prc-auc = 0.034312
Epoch 898
Validation prc-auc = 0.033366
Epoch 899
Validation prc-auc = 0.032122
Epoch 900
Loss = 9.9989e-02, PNorm = 130.6463, GNorm = 1.6706, lr_0 = 9.5541e-04
Loss = 1.7545e-03, PNorm = 130.6587, GNorm = 0.0793, lr_0 = 9.5539e-04
Validation prc-auc = 0.030387
Epoch 901
Validation prc-auc = 0.029718
Epoch 902
Validation prc-auc = 0.029974
Epoch 903
Validation prc-auc = 0.029799
Epoch 904
Validation prc-auc = 0.029315
Epoch 905
Loss = 8.2648e-02, PNorm = 130.8066, GNorm = 0.5713, lr_0 = 9.5515e-04
Loss = 3.7700e-03, PNorm = 130.8161, GNorm = 0.1732, lr_0 = 9.5513e-04
Validation prc-auc = 0.028754
Epoch 906
Validation prc-auc = 0.028362
Epoch 907
Validation prc-auc = 0.027850
Epoch 908
Validation prc-auc = 0.028283
Epoch 909
Validation prc-auc = 0.028377
Epoch 910
Loss = 1.0315e-02, PNorm = 130.9277, GNorm = 0.4899, lr_0 = 9.5491e-04
Validation prc-auc = 0.028513
Epoch 911
Validation prc-auc = 0.029146
Epoch 912
Validation prc-auc = 0.030313
Epoch 913
Validation prc-auc = 0.031141
Epoch 914
Validation prc-auc = 0.032101
Epoch 915
Loss = 5.0625e-03, PNorm = 131.0551, GNorm = 0.0992, lr_0 = 9.5466e-04
Validation prc-auc = 0.032838
Epoch 916
Validation prc-auc = 0.033248
Epoch 917
Validation prc-auc = 0.031995
Epoch 918
Validation prc-auc = 0.034818
Epoch 919
Loss = 3.2785e-02, PNorm = 131.1358, GNorm = 1.8720, lr_0 = 9.5444e-04
Loss = 4.7849e-03, PNorm = 131.1508, GNorm = 0.1675, lr_0 = 9.5442e-04
Validation prc-auc = 0.037356
Epoch 920
Validation prc-auc = 0.035012
Epoch 921
Validation prc-auc = 0.033550
Epoch 922
Validation prc-auc = 0.032808
Epoch 923
Validation prc-auc = 0.031355
Epoch 924
Loss = 7.9651e-02, PNorm = 131.4548, GNorm = 0.9672, lr_0 = 9.5419e-04
Validation prc-auc = 0.029500
Epoch 925
Validation prc-auc = 0.028191
Epoch 926
Validation prc-auc = 0.027053
Epoch 927
Validation prc-auc = 0.026129
Epoch 928
Validation prc-auc = 0.025703
Epoch 929
Loss = 8.1099e-03, PNorm = 131.7897, GNorm = 0.1552, lr_0 = 9.5395e-04
Validation prc-auc = 0.025926
Epoch 930
Validation prc-auc = 0.026146
Epoch 931
Validation prc-auc = 0.027581
Epoch 932
Validation prc-auc = 0.030223
Epoch 933
Loss = 9.9229e-03, PNorm = 131.9722, GNorm = 0.0767, lr_0 = 9.5371e-04
Validation prc-auc = 0.032225
Epoch 934
Validation prc-auc = 0.032677
Epoch 935
Validation prc-auc = 0.033562
Epoch 936
Validation prc-auc = 0.033001
Epoch 937
Validation prc-auc = 0.033338
Epoch 938
Loss = 8.7213e-02, PNorm = 132.0795, GNorm = 0.1003, lr_0 = 9.5348e-04
Loss = 8.6058e-05, PNorm = 132.0852, GNorm = 0.0029, lr_0 = 9.5346e-04
Validation prc-auc = 0.030769
Epoch 939
Validation prc-auc = 0.030563
Epoch 940
Validation prc-auc = 0.029678
Epoch 941
Validation prc-auc = 0.028889
Epoch 942
Validation prc-auc = 0.028471
Epoch 943
Loss = 7.7725e-04, PNorm = 132.1606, GNorm = 0.0577, lr_0 = 9.5324e-04
Validation prc-auc = 0.028443
Epoch 944
Validation prc-auc = 0.028210
Epoch 945
Validation prc-auc = 0.027899
Epoch 946
Validation prc-auc = 0.027804
Epoch 947
Validation prc-auc = 0.027406
Epoch 948
Loss = 2.6271e-03, PNorm = 132.2004, GNorm = 0.1399, lr_0 = 9.5299e-04
Validation prc-auc = 0.027194
Epoch 949
Validation prc-auc = 0.027150
Epoch 950
Validation prc-auc = 0.027075
Epoch 951
Validation prc-auc = 0.027781
Epoch 952
Loss = 9.0883e-03, PNorm = 132.2293, GNorm = 0.1329, lr_0 = 9.5277e-04
Loss = 1.2979e-02, PNorm = 132.2344, GNorm = 0.3924, lr_0 = 9.5275e-04
Validation prc-auc = 0.027803
Epoch 953
Validation prc-auc = 0.028196
Epoch 954
Validation prc-auc = 0.028245
Epoch 955
Validation prc-auc = 0.028663
Epoch 956
Validation prc-auc = 0.028740
Epoch 957
Loss = 1.3507e-03, PNorm = 132.2905, GNorm = 0.0299, lr_0 = 9.5251e-04
Loss = 1.5307e-03, PNorm = 132.2933, GNorm = 0.0736, lr_0 = 9.5250e-04
Validation prc-auc = 0.028797
Epoch 958
Validation prc-auc = 0.028701
Epoch 959
Validation prc-auc = 0.028745
Epoch 960
Validation prc-auc = 0.029452
Epoch 961
Validation prc-auc = 0.029827
Epoch 962
Loss = 1.2032e-03, PNorm = 132.3194, GNorm = 0.0267, lr_0 = 9.5228e-04
Validation prc-auc = 0.029534
Epoch 963
Validation prc-auc = 0.029333
Epoch 964
Validation prc-auc = 0.029018
Epoch 965
Validation prc-auc = 0.029011
Epoch 966
Loss = 8.6952e-04, PNorm = 132.3602, GNorm = 0.0311, lr_0 = 9.5204e-04
Validation prc-auc = 0.028793
Epoch 967
Validation prc-auc = 0.028767
Epoch 968
Validation prc-auc = 0.028251
Epoch 969
Validation prc-auc = 0.028199
Epoch 970
Validation prc-auc = 0.027890
Epoch 971
Loss = 1.9355e-03, PNorm = 132.3878, GNorm = 0.0633, lr_0 = 9.5180e-04
Loss = 3.9443e-03, PNorm = 132.3908, GNorm = 0.1542, lr_0 = 9.5179e-04
Validation prc-auc = 0.027904
Epoch 972
Validation prc-auc = 0.027889
Epoch 973
Validation prc-auc = 0.028441
Epoch 974
Validation prc-auc = 0.029002
Epoch 975
Validation prc-auc = 0.028705
Epoch 976
Loss = 7.9697e-02, PNorm = 132.4745, GNorm = 1.4112, lr_0 = 9.5157e-04
Validation prc-auc = 0.027480
Epoch 977
Validation prc-auc = 0.027438
Epoch 978
Validation prc-auc = 0.027144
Epoch 979
Validation prc-auc = 0.026637
Epoch 980
Validation prc-auc = 0.026760
Epoch 981
Loss = 1.5526e-02, PNorm = 132.6610, GNorm = 0.1587, lr_0 = 9.5132e-04
Validation prc-auc = 0.027171
Epoch 982
Validation prc-auc = 0.027555
Epoch 983
Validation prc-auc = 0.028064
Epoch 984
Validation prc-auc = 0.028202
Epoch 985
Loss = 3.2671e-03, PNorm = 132.7739, GNorm = 0.0350, lr_0 = 9.5110e-04
Loss = 2.1623e-03, PNorm = 132.7817, GNorm = 0.0730, lr_0 = 9.5108e-04
Validation prc-auc = 0.028398
Epoch 986
Validation prc-auc = 0.028158
Epoch 987
Validation prc-auc = 0.028763
Epoch 988
Validation prc-auc = 0.028978
Epoch 989
Validation prc-auc = 0.029051
Epoch 990
Loss = 2.9845e-03, PNorm = 132.9240, GNorm = 0.0718, lr_0 = 9.5084e-04
Loss = 7.8875e-06, PNorm = 132.9370, GNorm = 0.0007, lr_0 = 9.5083e-04
Validation prc-auc = 0.029594
Epoch 991
Validation prc-auc = 0.030229
Epoch 992
Validation prc-auc = 0.031210
Epoch 993
Validation prc-auc = 0.034167
Epoch 994
Validation prc-auc = 0.035332
Epoch 995
Loss = 6.1298e-02, PNorm = 133.1405, GNorm = 1.6230, lr_0 = 9.5061e-04
Validation prc-auc = 0.034415
Epoch 996
Validation prc-auc = 0.032280
Epoch 997
Validation prc-auc = 0.031212
Epoch 998
Validation prc-auc = 0.029861
Epoch 999
Loss = 2.9756e-02, PNorm = 133.5599, GNorm = 0.6594, lr_0 = 9.5037e-04
Validation prc-auc = 0.025743
Epoch 1000
Validation prc-auc = 0.024074
Epoch 1001
Validation prc-auc = 0.030389
Epoch 1002
Validation prc-auc = 0.032966
Epoch 1003
Validation prc-auc = 0.032921
Epoch 1004
Loss = 4.7652e-02, PNorm = 133.8882, GNorm = 0.4379, lr_0 = 9.5014e-04
Loss = 1.1874e-01, PNorm = 133.9097, GNorm = 1.6277, lr_0 = 9.5012e-04
Validation prc-auc = 0.033021
Epoch 1005
Validation prc-auc = 0.032323
Epoch 1006
Validation prc-auc = 0.032006
Epoch 1007
Validation prc-auc = 0.031441
Epoch 1008
Validation prc-auc = 0.031656
Epoch 1009
Loss = 1.0689e-02, PNorm = 134.1483, GNorm = 0.2287, lr_0 = 9.4990e-04
Validation prc-auc = 0.032299
Epoch 1010
Validation prc-auc = 0.033044
Epoch 1011
Validation prc-auc = 0.034116
Epoch 1012
Validation prc-auc = 0.034130
Epoch 1013
Validation prc-auc = 0.035181
Epoch 1014
Loss = 1.3308e-02, PNorm = 134.3519, GNorm = 0.2925, lr_0 = 9.4965e-04
Validation prc-auc = 0.035892
Epoch 1015
Validation prc-auc = 0.036493
Epoch 1016
Validation prc-auc = 0.037526
Epoch 1017
Validation prc-auc = 0.037505
Epoch 1018
Loss = 5.3631e-02, PNorm = 134.5605, GNorm = 0.5292, lr_0 = 9.4943e-04
Loss = 7.8271e-04, PNorm = 134.5792, GNorm = 0.0273, lr_0 = 9.4941e-04
Validation prc-auc = 0.039980
Epoch 1019
Validation prc-auc = 0.040919
Epoch 1020
Validation prc-auc = 0.039183
Epoch 1021
Validation prc-auc = 0.038451
Epoch 1022
Validation prc-auc = 0.037789
Epoch 1023
Loss = 6.4627e-02, PNorm = 134.8497, GNorm = 0.8646, lr_0 = 9.4918e-04
Loss = 4.7336e-02, PNorm = 134.8681, GNorm = 2.4998, lr_0 = 9.4916e-04
Validation prc-auc = 0.034772
Epoch 1024
Validation prc-auc = 0.034857
Epoch 1025
Validation prc-auc = 0.039420
Epoch 1026
Validation prc-auc = 0.042404
Epoch 1027
Validation prc-auc = 0.043000
Epoch 1028
Loss = 5.0269e-03, PNorm = 135.0794, GNorm = 0.1453, lr_0 = 9.4894e-04
Validation prc-auc = 0.044205
Epoch 1029
Validation prc-auc = 0.044789
Epoch 1030
Validation prc-auc = 0.045546
Epoch 1031
Validation prc-auc = 0.044937
Epoch 1032
Validation prc-auc = 0.044652
Epoch 1033
Loss = 4.2823e-03, PNorm = 135.2263, GNorm = 0.1945, lr_0 = 9.4869e-04
Validation prc-auc = 0.045151
Epoch 1034
Validation prc-auc = 0.042166
Epoch 1035
Validation prc-auc = 0.041630
Epoch 1036
Validation prc-auc = 0.043083
Epoch 1037
Loss = 4.6936e-03, PNorm = 135.3459, GNorm = 0.0840, lr_0 = 9.4847e-04
Loss = 2.8240e-03, PNorm = 135.3552, GNorm = 0.0869, lr_0 = 9.4845e-04
Validation prc-auc = 0.043911
Epoch 1038
Validation prc-auc = 0.044054
Epoch 1039
Validation prc-auc = 0.043967
Epoch 1040
Validation prc-auc = 0.044050
Epoch 1041
Validation prc-auc = 0.043779
Epoch 1042
Loss = 2.9062e-02, PNorm = 135.4605, GNorm = 2.1802, lr_0 = 9.4823e-04
Validation prc-auc = 0.041952
Epoch 1043
Validation prc-auc = 0.039061
Epoch 1044
Validation prc-auc = 0.037983
Epoch 1045
Validation prc-auc = 0.037857
Epoch 1046
Validation prc-auc = 0.037721
Epoch 1047
Loss = 3.9914e-03, PNorm = 135.5574, GNorm = 0.0913, lr_0 = 9.4798e-04
Validation prc-auc = 0.037434
Epoch 1048
Validation prc-auc = 0.037204
Epoch 1049
Validation prc-auc = 0.036489
Epoch 1050
Validation prc-auc = 0.042509
Epoch 1051
Loss = 1.2257e-03, PNorm = 135.6270, GNorm = 0.0824, lr_0 = 9.4776e-04
Loss = 3.5187e-04, PNorm = 135.6364, GNorm = 0.0175, lr_0 = 9.4775e-04
Validation prc-auc = 0.042957
Epoch 1052
Validation prc-auc = 0.043169
Epoch 1053
Validation prc-auc = 0.043369
Epoch 1054
Validation prc-auc = 0.042646
Epoch 1055
Validation prc-auc = 0.042683
Epoch 1056
Loss = 5.4504e-03, PNorm = 135.7564, GNorm = 0.0427, lr_0 = 9.4751e-04
Loss = 3.6490e-03, PNorm = 135.7631, GNorm = 0.1172, lr_0 = 9.4749e-04
Validation prc-auc = 0.041561
Epoch 1057
Validation prc-auc = 0.040911
Epoch 1058
Validation prc-auc = 0.039443
Epoch 1059
Validation prc-auc = 0.038863
Epoch 1060
Validation prc-auc = 0.038385
Epoch 1061
Loss = 2.1660e-03, PNorm = 135.8362, GNorm = 0.0436, lr_0 = 9.4728e-04
Validation prc-auc = 0.036985
Epoch 1062
Validation prc-auc = 0.035640
Epoch 1063
Validation prc-auc = 0.035080
Epoch 1064
Validation prc-auc = 0.034774
Epoch 1065
Validation prc-auc = 0.034406
Epoch 1066
Loss = 8.6244e-04, PNorm = 135.9234, GNorm = 0.0251, lr_0 = 9.4702e-04
Validation prc-auc = 0.034845
Epoch 1067
Validation prc-auc = 0.035253
Epoch 1068
Validation prc-auc = 0.036267
Epoch 1069
Validation prc-auc = 0.036235
Epoch 1070
Loss = 7.4354e-02, PNorm = 136.0624, GNorm = 0.8326, lr_0 = 9.4681e-04
Loss = 1.4861e-03, PNorm = 136.0762, GNorm = 0.0602, lr_0 = 9.4679e-04
Validation prc-auc = 0.035812
Epoch 1071
Validation prc-auc = 0.034686
Epoch 1072
Validation prc-auc = 0.033725
Epoch 1073
Validation prc-auc = 0.034104
Epoch 1074
Validation prc-auc = 0.034259
Epoch 1075
Loss = 1.2003e-02, PNorm = 136.2095, GNorm = 0.2891, lr_0 = 9.4657e-04
Validation prc-auc = 0.034357
Epoch 1076
Validation prc-auc = 0.034082
Epoch 1077
Validation prc-auc = 0.033780
Epoch 1078
Validation prc-auc = 0.033676
Epoch 1079
Validation prc-auc = 0.033352
Epoch 1080
Loss = 5.7271e-02, PNorm = 136.3318, GNorm = 0.4586, lr_0 = 9.4632e-04
Validation prc-auc = 0.033797
Epoch 1081
Validation prc-auc = 0.033709
Epoch 1082
Validation prc-auc = 0.033202
Epoch 1083
Validation prc-auc = 0.035159
Epoch 1084
Loss = 2.4677e-02, PNorm = 136.3943, GNorm = 0.4175, lr_0 = 9.4610e-04
Loss = 5.8762e-03, PNorm = 136.4006, GNorm = 0.1798, lr_0 = 9.4608e-04
Validation prc-auc = 0.038018
Epoch 1085
Validation prc-auc = 0.039622
Epoch 1086
Validation prc-auc = 0.041626
Epoch 1087
Validation prc-auc = 0.045112
Epoch 1088
Validation prc-auc = 0.050966
Epoch 1089
Loss = 3.5778e-02, PNorm = 136.4891, GNorm = 0.4462, lr_0 = 9.4585e-04
Loss = 7.5499e-07, PNorm = 136.4950, GNorm = 0.0001, lr_0 = 9.4583e-04
Validation prc-auc = 0.049833
Epoch 1090
Validation prc-auc = 0.047845
Epoch 1091
Validation prc-auc = 0.047542
Epoch 1092
Validation prc-auc = 0.048805
Epoch 1093
Validation prc-auc = 0.047318
Epoch 1094
Loss = 1.3117e-02, PNorm = 136.5509, GNorm = 1.2369, lr_0 = 9.4561e-04
Validation prc-auc = 0.033201
Epoch 1095
Validation prc-auc = 0.032193
Epoch 1096
Validation prc-auc = 0.032334
Epoch 1097
Validation prc-auc = 0.032455
Epoch 1098
Validation prc-auc = 0.032560
Epoch 1099
Loss = 4.3841e-03, PNorm = 136.7621, GNorm = 0.1228, lr_0 = 9.4536e-04
Validation prc-auc = 0.032474
Epoch 1100
Validation prc-auc = 0.032363
Epoch 1101
Validation prc-auc = 0.032109
Epoch 1102
Validation prc-auc = 0.031953
Epoch 1103
Loss = 2.4673e-04, PNorm = 136.8856, GNorm = 0.0270, lr_0 = 9.4515e-04
Loss = 7.9473e-07, PNorm = 136.8906, GNorm = 0.0001, lr_0 = 9.4513e-04
Validation prc-auc = 0.031959
Epoch 1104
Validation prc-auc = 0.032413
Epoch 1105
Validation prc-auc = 0.032728
Epoch 1106
Validation prc-auc = 0.033040
Epoch 1107
Validation prc-auc = 0.033813
Epoch 1108
Loss = 2.4939e-02, PNorm = 136.9372, GNorm = 0.0176, lr_0 = 9.4489e-04
Validation prc-auc = 0.034811
Epoch 1109
Validation prc-auc = 0.034890
Epoch 1110
Validation prc-auc = 0.034726
Epoch 1111
Validation prc-auc = 0.034203
Epoch 1112
Validation prc-auc = 0.033724
Epoch 1113
Loss = 1.7049e-02, PNorm = 137.0230, GNorm = 0.3514, lr_0 = 9.4466e-04
Validation prc-auc = 0.033601
Epoch 1114
Validation prc-auc = 0.033144
Epoch 1115
Validation prc-auc = 0.032683
Epoch 1116
Validation prc-auc = 0.032006
Epoch 1117
Loss = 1.1970e-02, PNorm = 137.1331, GNorm = 0.0256, lr_0 = 9.4444e-04
Loss = 1.1371e-04, PNorm = 137.1393, GNorm = 0.0042, lr_0 = 9.4443e-04
Validation prc-auc = 0.031497
Epoch 1118
Validation prc-auc = 0.031246
Epoch 1119
Validation prc-auc = 0.030999
Epoch 1120
Validation prc-auc = 0.030727
Epoch 1121
Validation prc-auc = 0.030394
Epoch 1122
Loss = 1.2775e-01, PNorm = 137.2065, GNorm = 1.7699, lr_0 = 9.4419e-04
Loss = 1.1243e-04, PNorm = 137.2081, GNorm = 0.0070, lr_0 = 9.4417e-04
Validation prc-auc = 0.030287
Epoch 1123
Validation prc-auc = 0.030494
Epoch 1124
Validation prc-auc = 0.030913
Epoch 1125
Validation prc-auc = 0.030934
Epoch 1126
Validation prc-auc = 0.030616
Epoch 1127
Loss = 7.1786e-03, PNorm = 137.2574, GNorm = 0.4432, lr_0 = 9.4396e-04
Validation prc-auc = 0.030229
Epoch 1128
Validation prc-auc = 0.030123
Epoch 1129
Validation prc-auc = 0.030154
Epoch 1130
Validation prc-auc = 0.030160
Epoch 1131
Validation prc-auc = 0.029926
Epoch 1132
Loss = 1.4030e-03, PNorm = 137.3041, GNorm = 0.0366, lr_0 = 9.4371e-04
Validation prc-auc = 0.030105
Epoch 1133
Validation prc-auc = 0.030333
Epoch 1134
Validation prc-auc = 0.030491
Epoch 1135
Validation prc-auc = 0.030548
Epoch 1136
Loss = 8.4479e-04, PNorm = 137.3397, GNorm = 0.0256, lr_0 = 9.4349e-04
Loss = 3.3495e-05, PNorm = 137.3421, GNorm = 0.0024, lr_0 = 9.4347e-04
Validation prc-auc = 0.030672
Epoch 1137
Validation prc-auc = 0.030800
Epoch 1138
Validation prc-auc = 0.030860
Epoch 1139
Validation prc-auc = 0.031243
Epoch 1140
Validation prc-auc = 0.031725
Epoch 1141
Loss = 4.8859e-03, PNorm = 137.3776, GNorm = 0.0183, lr_0 = 9.4324e-04
Validation prc-auc = 0.032304
Epoch 1142
Validation prc-auc = 0.032943
Epoch 1143
Validation prc-auc = 0.031897
Epoch 1144
Validation prc-auc = 0.030698
Epoch 1145
Validation prc-auc = 0.029959
Epoch 1146
Loss = 7.0326e-03, PNorm = 137.4197, GNorm = 0.8952, lr_0 = 9.4300e-04
Validation prc-auc = 0.029890
Epoch 1147
Validation prc-auc = 0.029749
Epoch 1148
Validation prc-auc = 0.029182
Epoch 1149
Validation prc-auc = 0.029374
Epoch 1150
Loss = 4.2354e-02, PNorm = 137.6254, GNorm = 2.6479, lr_0 = 9.4279e-04
Loss = 6.8179e-04, PNorm = 137.6423, GNorm = 0.0340, lr_0 = 9.4277e-04
Validation prc-auc = 0.029937
Epoch 1151
Validation prc-auc = 0.029169
Epoch 1152
Validation prc-auc = 0.028632
Epoch 1153
Validation prc-auc = 0.027757
Epoch 1154
Validation prc-auc = 0.027445
Epoch 1155
Loss = 8.4983e-03, PNorm = 137.8702, GNorm = 0.8933, lr_0 = 9.4253e-04
Loss = 1.6783e-04, PNorm = 137.8846, GNorm = 0.0093, lr_0 = 9.4252e-04
Validation prc-auc = 0.027644
Epoch 1156
Validation prc-auc = 0.028601
Epoch 1157
Validation prc-auc = 0.030336
Epoch 1158
Validation prc-auc = 0.028032
Epoch 1159
Validation prc-auc = 0.026053
Epoch 1160
Loss = 3.4879e-01, PNorm = 138.1192, GNorm = 3.9830, lr_0 = 9.4230e-04
Validation prc-auc = 0.027612
Epoch 1161
Validation prc-auc = 0.030505
Epoch 1162
Validation prc-auc = 0.025516
Epoch 1163
Validation prc-auc = 0.023525
Epoch 1164
Validation prc-auc = 0.022758
Epoch 1165
Loss = 1.2258e-01, PNorm = 138.6028, GNorm = 0.7295, lr_0 = 9.4205e-04
Validation prc-auc = 0.022536
Epoch 1166
Validation prc-auc = 0.023118
Epoch 1167
Validation prc-auc = 0.023688
Epoch 1168
Validation prc-auc = 0.023874
Epoch 1169
Loss = 3.2060e-02, PNorm = 138.9682, GNorm = 0.6102, lr_0 = 9.4183e-04
Loss = 4.3408e-02, PNorm = 138.9907, GNorm = 1.2977, lr_0 = 9.4182e-04
Validation prc-auc = 0.024103
Epoch 1170
Validation prc-auc = 0.024322
Epoch 1171
Validation prc-auc = 0.024498
Epoch 1172
Validation prc-auc = 0.024828
Epoch 1173
Validation prc-auc = 0.024814
Epoch 1174
Loss = 6.7992e-04, PNorm = 139.2178, GNorm = 0.0408, lr_0 = 9.4158e-04
Validation prc-auc = 0.024736
Epoch 1175
Validation prc-auc = 0.024850
Epoch 1176
Validation prc-auc = 0.024856
Epoch 1177
Validation prc-auc = 0.024704
Epoch 1178
Validation prc-auc = 0.024796
Epoch 1179
Loss = 3.1935e-04, PNorm = 139.3477, GNorm = 0.0412, lr_0 = 9.4135e-04
Validation prc-auc = 0.024966
Epoch 1180
Validation prc-auc = 0.024837
Epoch 1181
Validation prc-auc = 0.024170
Epoch 1182
Validation prc-auc = 0.023455
Epoch 1183
Loss = 6.1904e-02, PNorm = 139.4150, GNorm = 0.0101, lr_0 = 9.4112e-04
Validation prc-auc = 0.023714
Epoch 1184
Validation prc-auc = 0.024090
Epoch 1185
Validation prc-auc = 0.024593
Epoch 1186
Validation prc-auc = 0.024756
Epoch 1187
Validation prc-auc = 0.025313
Epoch 1188
Loss = 3.1102e-03, PNorm = 139.5134, GNorm = 0.1795, lr_0 = 9.4088e-04
Loss = 5.5826e-04, PNorm = 139.5209, GNorm = 0.0337, lr_0 = 9.4087e-04
Validation prc-auc = 0.025402
Epoch 1189
Validation prc-auc = 0.025309
Epoch 1190
Validation prc-auc = 0.025196
Epoch 1191
Validation prc-auc = 0.025216
Epoch 1192
Validation prc-auc = 0.025880
Epoch 1193
Loss = 1.4658e-03, PNorm = 139.6140, GNorm = 0.0412, lr_0 = 9.4065e-04
Validation prc-auc = 0.026124
Epoch 1194
Validation prc-auc = 0.026469
Epoch 1195
Validation prc-auc = 0.026548
Epoch 1196
Validation prc-auc = 0.026584
Epoch 1197
Validation prc-auc = 0.026367
Epoch 1198
Loss = 1.6092e-01, PNorm = 139.6937, GNorm = 1.5918, lr_0 = 9.4040e-04
Validation prc-auc = 0.026095
Epoch 1199
Validation prc-auc = 0.025911
Epoch 1200
Validation prc-auc = 0.026080
Epoch 1201
Validation prc-auc = 0.026758
Epoch 1202
Loss = 6.1717e-03, PNorm = 139.7420, GNorm = 0.0427, lr_0 = 9.4018e-04
Loss = 1.9843e-03, PNorm = 139.7464, GNorm = 0.1079, lr_0 = 9.4016e-04
Validation prc-auc = 0.027312
Epoch 1203
Validation prc-auc = 0.027524
Epoch 1204
Validation prc-auc = 0.027861
Epoch 1205
Validation prc-auc = 0.028070
Epoch 1206
Validation prc-auc = 0.028420
Epoch 1207
Loss = 2.0141e-03, PNorm = 139.7988, GNorm = 0.0835, lr_0 = 9.3993e-04
Loss = 7.0092e-04, PNorm = 139.8019, GNorm = 0.0396, lr_0 = 9.3991e-04
Validation prc-auc = 0.028332
Epoch 1208
Validation prc-auc = 0.028778
Epoch 1209
Validation prc-auc = 0.029167
Epoch 1210
Validation prc-auc = 0.029419
Epoch 1211
Validation prc-auc = 0.029770
Epoch 1212
Loss = 7.6327e-03, PNorm = 139.8483, GNorm = 0.4913, lr_0 = 9.3970e-04
Validation prc-auc = 0.029954
Epoch 1213
Validation prc-auc = 0.029868
Epoch 1214
Validation prc-auc = 0.029759
Epoch 1215
Validation prc-auc = 0.029772
Epoch 1216
Loss = 1.2229e-03, PNorm = 139.8880, GNorm = 0.1374, lr_0 = 9.3946e-04
Validation prc-auc = 0.029795
Epoch 1217
Validation prc-auc = 0.029767
Epoch 1218
Validation prc-auc = 0.029426
Epoch 1219
Validation prc-auc = 0.029302
Epoch 1220
Validation prc-auc = 0.029861
Epoch 1221
Loss = 1.2250e-03, PNorm = 139.9188, GNorm = 0.0643, lr_0 = 9.3923e-04
Loss = 5.3460e-03, PNorm = 139.9225, GNorm = 0.2555, lr_0 = 9.3922e-04
Validation prc-auc = 0.030111
Epoch 1222
Validation prc-auc = 0.030671
Epoch 1223
Validation prc-auc = 0.030507
Epoch 1224
Validation prc-auc = 0.029536
Epoch 1225
Validation prc-auc = 0.029263
Epoch 1226
Loss = 4.2447e-04, PNorm = 139.9920, GNorm = 0.0133, lr_0 = 9.3900e-04
Validation prc-auc = 0.028660
Epoch 1227
Validation prc-auc = 0.028443
Epoch 1228
Validation prc-auc = 0.028944
Epoch 1229
Validation prc-auc = 0.029624
Epoch 1230
Validation prc-auc = 0.028879
Epoch 1231
Loss = 5.2547e-03, PNorm = 140.0802, GNorm = 0.2197, lr_0 = 9.3875e-04
Validation prc-auc = 0.028699
Epoch 1232
Validation prc-auc = 0.028345
Epoch 1233
Validation prc-auc = 0.028261
Epoch 1234
Validation prc-auc = 0.027262
Epoch 1235
Loss = 2.3717e-02, PNorm = 140.1798, GNorm = 0.0639, lr_0 = 9.3853e-04
Loss = 1.9563e-04, PNorm = 140.1869, GNorm = 0.0122, lr_0 = 9.3852e-04
Validation prc-auc = 0.026252
Epoch 1236
Validation prc-auc = 0.025721
Epoch 1237
Validation prc-auc = 0.025411
Epoch 1238
Validation prc-auc = 0.025283
Epoch 1239
Validation prc-auc = 0.025347
Epoch 1240
Loss = 2.1362e-02, PNorm = 140.2758, GNorm = 0.8318, lr_0 = 9.3828e-04
Loss = 9.4454e-03, PNorm = 140.2816, GNorm = 0.2818, lr_0 = 9.3827e-04
Validation prc-auc = 0.025977
Epoch 1241
Validation prc-auc = 0.026832
Epoch 1242
Validation prc-auc = 0.027254
Epoch 1243
Validation prc-auc = 0.027639
Epoch 1244
Validation prc-auc = 0.027877
Epoch 1245
Loss = 2.5528e-03, PNorm = 140.3472, GNorm = 0.0784, lr_0 = 9.3805e-04
Validation prc-auc = 0.028290
Epoch 1246
Validation prc-auc = 0.028431
Epoch 1247
Validation prc-auc = 0.029518
Epoch 1248
Validation prc-auc = 0.030357
Epoch 1249
Loss = 2.0975e-03, PNorm = 140.4145, GNorm = 0.0263, lr_0 = 9.3782e-04
Validation prc-auc = 0.031503
Epoch 1250
Validation prc-auc = 0.032264
Epoch 1251
Validation prc-auc = 0.032366
Epoch 1252
Validation prc-auc = 0.032353
Epoch 1253
Validation prc-auc = 0.032647
Epoch 1254
Loss = 5.7219e-02, PNorm = 140.4528, GNorm = 1.3654, lr_0 = 9.3758e-04
Loss = 4.7684e-07, PNorm = 140.4539, GNorm = 0.0000, lr_0 = 9.3757e-04
Validation prc-auc = 0.032587
Epoch 1255
Validation prc-auc = 0.031720
Epoch 1256
Validation prc-auc = 0.030482
Epoch 1257
Validation prc-auc = 0.029759
Epoch 1258
Validation prc-auc = 0.029395
Epoch 1259
Loss = 3.2954e-03, PNorm = 140.5101, GNorm = 0.3553, lr_0 = 9.3735e-04
Validation prc-auc = 0.028947
Epoch 1260
Validation prc-auc = 0.029146
Epoch 1261
Validation prc-auc = 0.030445
Epoch 1262
Validation prc-auc = 0.030548
Epoch 1263
Validation prc-auc = 0.030920
Epoch 1264
Loss = 2.0482e-03, PNorm = 140.5845, GNorm = 0.0900, lr_0 = 9.3710e-04
Validation prc-auc = 0.030963
Epoch 1265
Validation prc-auc = 0.031164
Epoch 1266
Validation prc-auc = 0.030611
Epoch 1267
Validation prc-auc = 0.029582
Epoch 1268
Loss = 1.2703e-02, PNorm = 140.6491, GNorm = 0.7720, lr_0 = 9.3689e-04
Loss = 2.8252e-03, PNorm = 140.6559, GNorm = 0.1323, lr_0 = 9.3687e-04
Validation prc-auc = 0.028832
Epoch 1269
Validation prc-auc = 0.029285
Epoch 1270
Validation prc-auc = 0.029413
Epoch 1271
Validation prc-auc = 0.028657
Epoch 1272
Validation prc-auc = 0.026779
Epoch 1273
Loss = 4.9159e-04, PNorm = 140.7517, GNorm = 0.0076, lr_0 = 9.3664e-04
Loss = 8.3643e-06, PNorm = 140.7586, GNorm = 0.0005, lr_0 = 9.3662e-04
Validation prc-auc = 0.025433
Epoch 1274
Validation prc-auc = 0.024642
Epoch 1275
Validation prc-auc = 0.024403
Epoch 1276
Validation prc-auc = 0.025512
Epoch 1277
Validation prc-auc = 0.026406
Epoch 1278
Loss = 1.3114e-03, PNorm = 140.8848, GNorm = 0.1565, lr_0 = 9.3641e-04
Validation prc-auc = 0.026146
Epoch 1279
Validation prc-auc = 0.026512
Epoch 1280
Validation prc-auc = 0.026507
Epoch 1281
Validation prc-auc = 0.026443
Epoch 1282
Validation prc-auc = 0.024816
Epoch 1283
Loss = 3.0973e-04, PNorm = 141.0633, GNorm = 0.0120, lr_0 = 9.3616e-04
Validation prc-auc = 0.023691
Epoch 1284
Validation prc-auc = 0.023721
Epoch 1285
Validation prc-auc = 0.023654
Epoch 1286
Validation prc-auc = 0.023847
Epoch 1287
Loss = 3.2466e-03, PNorm = 141.1932, GNorm = 0.1007, lr_0 = 9.3594e-04
Loss = 5.2322e-04, PNorm = 141.2050, GNorm = 0.0214, lr_0 = 9.3592e-04
Validation prc-auc = 0.023873
Epoch 1288
Validation prc-auc = 0.023688
Epoch 1289
Validation prc-auc = 0.023206
Epoch 1290
Validation prc-auc = 0.023977
Epoch 1291
Validation prc-auc = 0.024423
Epoch 1292
Loss = 4.1439e-02, PNorm = 141.3761, GNorm = 0.7180, lr_0 = 9.3571e-04
Validation prc-auc = 0.024563
Epoch 1293
Validation prc-auc = 0.024605
Epoch 1294
Validation prc-auc = 0.025203
Epoch 1295
Validation prc-auc = 0.025927
Epoch 1296
Validation prc-auc = 0.026163
Epoch 1297
Loss = 2.9913e-01, PNorm = 141.6091, GNorm = 3.6839, lr_0 = 9.3546e-04
Validation prc-auc = 0.026975
Epoch 1298
Validation prc-auc = 0.027546
Epoch 1299
Validation prc-auc = 0.027052
Epoch 1300
Validation prc-auc = 0.027170
Epoch 1301
Loss = 4.8972e-02, PNorm = 141.8813, GNorm = 0.6972, lr_0 = 9.3524e-04
Loss = 2.5174e-02, PNorm = 141.9111, GNorm = 0.6044, lr_0 = 9.3523e-04
Validation prc-auc = 0.026679
Epoch 1302
Validation prc-auc = 0.026108
Epoch 1303
Validation prc-auc = 0.026332
Epoch 1304
Validation prc-auc = 0.026883
Epoch 1305
Validation prc-auc = 0.026923
Epoch 1306
Loss = 6.5259e-02, PNorm = 142.2343, GNorm = 0.4679, lr_0 = 9.3499e-04
Loss = 1.0964e-02, PNorm = 142.2503, GNorm = 0.3782, lr_0 = 9.3498e-04
Validation prc-auc = 0.026561
Epoch 1307
Validation prc-auc = 0.026535
Epoch 1308
Validation prc-auc = 0.026450
Epoch 1309
Validation prc-auc = 0.026270
Epoch 1310
Validation prc-auc = 0.026214
Epoch 1311
Loss = 6.3699e-04, PNorm = 142.4014, GNorm = 0.0224, lr_0 = 9.3476e-04
Validation prc-auc = 0.026080
Epoch 1312
Validation prc-auc = 0.026648
Epoch 1313
Validation prc-auc = 0.026974
Epoch 1314
Validation prc-auc = 0.027520
Epoch 1315
Validation prc-auc = 0.027968
Epoch 1316
Loss = 2.7858e-02, PNorm = 142.5111, GNorm = 0.9125, lr_0 = 9.3451e-04
Validation prc-auc = 0.025407
Epoch 1317
Validation prc-auc = 0.021176
Epoch 1318
Validation prc-auc = 0.021004
Epoch 1319
Validation prc-auc = 0.022042
Epoch 1320
Loss = 5.0664e-02, PNorm = 142.8277, GNorm = 0.3752, lr_0 = 9.3430e-04
Loss = 3.3803e-02, PNorm = 142.8564, GNorm = 2.3530, lr_0 = 9.3428e-04
Validation prc-auc = 0.023626
Epoch 1321
Validation prc-auc = 0.025980
Epoch 1322
Validation prc-auc = 0.028249
Epoch 1323
Validation prc-auc = 0.030542
Epoch 1324
Validation prc-auc = 0.034336
Epoch 1325
Loss = 5.9773e-02, PNorm = 143.2115, GNorm = 1.0194, lr_0 = 9.3407e-04
Validation prc-auc = 0.036889
Epoch 1326
Validation prc-auc = 0.038891
Epoch 1327
Validation prc-auc = 0.038762
Epoch 1328
Validation prc-auc = 0.037820
Epoch 1329
Validation prc-auc = 0.037264
Epoch 1330
Loss = 2.9244e-03, PNorm = 143.6589, GNorm = 0.0574, lr_0 = 9.3382e-04
Validation prc-auc = 0.036274
Epoch 1331
Validation prc-auc = 0.036624
Epoch 1332
Validation prc-auc = 0.033757
Epoch 1333
Validation prc-auc = 0.029895
Epoch 1334
Loss = 1.0848e-01, PNorm = 143.9950, GNorm = 1.4472, lr_0 = 9.3360e-04
Loss = 2.6402e-02, PNorm = 144.0235, GNorm = 0.6207, lr_0 = 9.3359e-04
Validation prc-auc = 0.026603
Epoch 1335
Validation prc-auc = 0.026319
Epoch 1336
Validation prc-auc = 0.026712
Epoch 1337
Validation prc-auc = 0.027871
Epoch 1338
Validation prc-auc = 0.029096
Epoch 1339
Loss = 1.0298e-01, PNorm = 144.4526, GNorm = 0.7782, lr_0 = 9.3336e-04
Loss = 3.1825e-02, PNorm = 144.4828, GNorm = 0.5014, lr_0 = 9.3334e-04
Validation prc-auc = 0.032955
Epoch 1340
Validation prc-auc = 0.033710
Epoch 1341
Validation prc-auc = 0.031524
Epoch 1342
Validation prc-auc = 0.030554
Epoch 1343
Validation prc-auc = 0.030298
Epoch 1344
Loss = 2.1989e-02, PNorm = 144.7995, GNorm = 0.5485, lr_0 = 9.3312e-04
Validation prc-auc = 0.030422
Epoch 1345
Validation prc-auc = 0.031001
Epoch 1346
Validation prc-auc = 0.031538
Epoch 1347
Validation prc-auc = 0.032042
Epoch 1348
Validation prc-auc = 0.032231
Epoch 1349
Loss = 3.3345e-03, PNorm = 145.0148, GNorm = 0.2033, lr_0 = 9.3288e-04
Validation prc-auc = 0.032236
Epoch 1350
Validation prc-auc = 0.026977
Epoch 1351
Validation prc-auc = 0.024841
Epoch 1352
Validation prc-auc = 0.031597
Epoch 1353
Loss = 5.2105e-02, PNorm = 145.2254, GNorm = 1.9402, lr_0 = 9.3266e-04
Loss = 1.2371e-03, PNorm = 145.2507, GNorm = 0.0531, lr_0 = 9.3264e-04
Validation prc-auc = 0.036316
Epoch 1354
Validation prc-auc = 0.040354
Epoch 1355
Validation prc-auc = 0.042831
Epoch 1356
Validation prc-auc = 0.043747
Epoch 1357
Validation prc-auc = 0.041640
Epoch 1358
Loss = 2.9322e-02, PNorm = 145.5990, GNorm = 0.4781, lr_0 = 9.3241e-04
Validation prc-auc = 0.036635
Epoch 1359
Validation prc-auc = 0.034300
Epoch 1360
Validation prc-auc = 0.033258
Epoch 1361
Validation prc-auc = 0.034328
Epoch 1362
Validation prc-auc = 0.035131
Epoch 1363
Loss = 9.1871e-03, PNorm = 145.8898, GNorm = 0.1886, lr_0 = 9.3218e-04
Validation prc-auc = 0.035121
Epoch 1364
Validation prc-auc = 0.034422
Epoch 1365
Validation prc-auc = 0.030607
Epoch 1366
Validation prc-auc = 0.028672
Epoch 1367
Loss = 5.9883e-02, PNorm = 146.1245, GNorm = 0.2067, lr_0 = 9.3197e-04
Loss = 6.4454e-04, PNorm = 146.1488, GNorm = 0.0432, lr_0 = 9.3195e-04
Validation prc-auc = 0.027135
Epoch 1368
Validation prc-auc = 0.025689
Epoch 1369
Validation prc-auc = 0.026461
Epoch 1370
Validation prc-auc = 0.027220
Epoch 1371
Validation prc-auc = 0.027750
Epoch 1372
Loss = 7.2060e-02, PNorm = 146.4849, GNorm = 1.2502, lr_0 = 9.3172e-04
Loss = 2.1980e-03, PNorm = 146.5066, GNorm = 0.0818, lr_0 = 9.3170e-04
Validation prc-auc = 0.029087
Epoch 1373
Validation prc-auc = 0.030148
Epoch 1374
Validation prc-auc = 0.030889
Epoch 1375
Validation prc-auc = 0.030666
Epoch 1376
Validation prc-auc = 0.031053
Epoch 1377
Loss = 5.0869e-03, PNorm = 146.7560, GNorm = 0.1040, lr_0 = 9.3149e-04
Validation prc-auc = 0.031907
Epoch 1378
Validation prc-auc = 0.032351
Epoch 1379
Validation prc-auc = 0.032252
Epoch 1380
Validation prc-auc = 0.029744
Epoch 1381
Validation prc-auc = 0.026134
Epoch 1382
Loss = 3.9370e-01, PNorm = 146.9970, GNorm = 5.5939, lr_0 = 9.3124e-04
Validation prc-auc = 0.028306
Epoch 1383
Validation prc-auc = 0.031863
Epoch 1384
Validation prc-auc = 0.034162
Epoch 1385
Validation prc-auc = 0.035535
Epoch 1386
Loss = 1.2242e-03, PNorm = 147.1887, GNorm = 0.0602, lr_0 = 9.3102e-04
Loss = 2.3047e-06, PNorm = 147.1992, GNorm = 0.0002, lr_0 = 9.3101e-04
Validation prc-auc = 0.037101
Epoch 1387
Validation prc-auc = 0.037613
Epoch 1388
Validation prc-auc = 0.038044
Epoch 1389
Validation prc-auc = 0.037756
Epoch 1390
Validation prc-auc = 0.037765
Epoch 1391
Loss = 3.6248e-02, PNorm = 147.2920, GNorm = 0.5316, lr_0 = 9.3078e-04
Validation prc-auc = 0.037457
Epoch 1392
Validation prc-auc = 0.037489
Epoch 1393
Validation prc-auc = 0.037360
Epoch 1394
Validation prc-auc = 0.037301
Epoch 1395
Validation prc-auc = 0.037261
Epoch 1396
Loss = 1.4325e-01, PNorm = 147.3535, GNorm = 1.6841, lr_0 = 9.3055e-04
Validation prc-auc = 0.036300
Epoch 1397
Validation prc-auc = 0.035509
Epoch 1398
Validation prc-auc = 0.034797
Epoch 1399
Validation prc-auc = 0.034937
Epoch 1400
Loss = 1.5167e-03, PNorm = 147.4109, GNorm = 0.0291, lr_0 = 9.3033e-04
Loss = 2.8610e-06, PNorm = 147.4166, GNorm = 0.0002, lr_0 = 9.3032e-04
Validation prc-auc = 0.035527
Epoch 1401
Validation prc-auc = 0.036035
Epoch 1402
Validation prc-auc = 0.036091
Epoch 1403
Validation prc-auc = 0.036023
Epoch 1404
Validation prc-auc = 0.035737
Epoch 1405
Loss = 6.3825e-04, PNorm = 147.4683, GNorm = 0.0233, lr_0 = 9.3008e-04
Loss = 8.7882e-04, PNorm = 147.4702, GNorm = 0.0316, lr_0 = 9.3007e-04
Validation prc-auc = 0.035671
Epoch 1406
Validation prc-auc = 0.035253
Epoch 1407
Validation prc-auc = 0.034747
Epoch 1408
Validation prc-auc = 0.034503
Epoch 1409
Validation prc-auc = 0.034150
Epoch 1410
Loss = 1.3153e-03, PNorm = 147.4985, GNorm = 0.0570, lr_0 = 9.2985e-04
Validation prc-auc = 0.034102
Epoch 1411
Validation prc-auc = 0.033847
Epoch 1412
Validation prc-auc = 0.033967
Epoch 1413
Validation prc-auc = 0.033924
Epoch 1414
Validation prc-auc = 0.033835
Epoch 1415
Loss = 7.6334e-04, PNorm = 147.5442, GNorm = 0.0882, lr_0 = 9.2961e-04
Validation prc-auc = 0.034267
Epoch 1416
Validation prc-auc = 0.034467
Epoch 1417
Validation prc-auc = 0.034552
Epoch 1418
Validation prc-auc = 0.034435
Epoch 1419
Loss = 1.6531e-02, PNorm = 147.5795, GNorm = 2.2895, lr_0 = 9.2939e-04
Loss = 2.3672e-04, PNorm = 147.5837, GNorm = 0.0153, lr_0 = 9.2938e-04
Validation prc-auc = 0.034363
Epoch 1420
Validation prc-auc = 0.032296
Epoch 1421
Validation prc-auc = 0.030093
Epoch 1422
Validation prc-auc = 0.029572
Epoch 1423
Validation prc-auc = 0.028588
Epoch 1424
Loss = 1.7442e-03, PNorm = 147.7123, GNorm = 0.1879, lr_0 = 9.2914e-04
Validation prc-auc = 0.027804
Epoch 1425
Validation prc-auc = 0.028821
Epoch 1426
Validation prc-auc = 0.030255
Epoch 1427
Validation prc-auc = 0.031145
Epoch 1428
Validation prc-auc = 0.031140
Epoch 1429
Loss = 1.3819e-03, PNorm = 147.8695, GNorm = 0.0464, lr_0 = 9.2891e-04
Validation prc-auc = 0.031044
Epoch 1430
Validation prc-auc = 0.029876
Epoch 1431
Validation prc-auc = 0.029122
Epoch 1432
Validation prc-auc = 0.028539
Epoch 1433
Loss = 4.2200e-03, PNorm = 147.9774, GNorm = 0.0032, lr_0 = 9.2868e-04
Validation prc-auc = 0.028588
Epoch 1434
Validation prc-auc = 0.028406
Epoch 1435
Validation prc-auc = 0.028288
Epoch 1436
Validation prc-auc = 0.028459
Epoch 1437
Validation prc-auc = 0.028685
Epoch 1438
Loss = 1.4150e-03, PNorm = 148.0456, GNorm = 0.0688, lr_0 = 9.2845e-04
Loss = 3.0694e-05, PNorm = 148.0491, GNorm = 0.0022, lr_0 = 9.2844e-04
Validation prc-auc = 0.028712
Epoch 1439
Validation prc-auc = 0.028772
Epoch 1440
Validation prc-auc = 0.029159
Epoch 1441
Validation prc-auc = 0.029072
Epoch 1442
Validation prc-auc = 0.028246
Epoch 1443
Loss = 3.7697e-03, PNorm = 148.0845, GNorm = 0.1579, lr_0 = 9.2822e-04
Validation prc-auc = 0.028337
Epoch 1444
Validation prc-auc = 0.029255
Epoch 1445
Validation prc-auc = 0.030319
Epoch 1446
Validation prc-auc = 0.031080
Epoch 1447
Validation prc-auc = 0.031578
Epoch 1448
Loss = 1.2431e-03, PNorm = 148.1726, GNorm = 0.1786, lr_0 = 9.2798e-04
Validation prc-auc = 0.031111
Epoch 1449
Validation prc-auc = 0.031000
Epoch 1450
Validation prc-auc = 0.033302
Epoch 1451
Validation prc-auc = 0.036429
Epoch 1452
Loss = 5.9189e-04, PNorm = 148.2736, GNorm = 0.0056, lr_0 = 9.2776e-04
Loss = 5.6823e-06, PNorm = 148.2850, GNorm = 0.0005, lr_0 = 9.2775e-04
Validation prc-auc = 0.036277
Epoch 1453
Validation prc-auc = 0.036983
Epoch 1454
Validation prc-auc = 0.036765
Epoch 1455
Validation prc-auc = 0.036922
Epoch 1456
Validation prc-auc = 0.037371
Epoch 1457
Loss = 6.8531e-03, PNorm = 148.4131, GNorm = 0.2819, lr_0 = 9.2752e-04
Loss = 9.5366e-06, PNorm = 148.4207, GNorm = 0.0007, lr_0 = 9.2750e-04
Validation prc-auc = 0.037316
Epoch 1458
Validation prc-auc = 0.037045
Epoch 1459
Validation prc-auc = 0.036125
Epoch 1460
Validation prc-auc = 0.036240
Epoch 1461
Validation prc-auc = 0.036079
Epoch 1462
Loss = 1.8159e-02, PNorm = 148.5072, GNorm = 1.4439, lr_0 = 9.2729e-04
Validation prc-auc = 0.035878
Epoch 1463
Validation prc-auc = 0.035707
Epoch 1464
Validation prc-auc = 0.035377
Epoch 1465
Validation prc-auc = 0.035368
Epoch 1466
Loss = 1.8701e-03, PNorm = 148.5565, GNorm = 0.1160, lr_0 = 9.2706e-04
Validation prc-auc = 0.035351
Epoch 1467
Validation prc-auc = 0.036679
Epoch 1468
Validation prc-auc = 0.037181
Epoch 1469
Validation prc-auc = 0.036742
Epoch 1470
Validation prc-auc = 0.035826
Epoch 1471
Loss = 7.3001e-04, PNorm = 148.6033, GNorm = 0.0148, lr_0 = 9.2683e-04
Loss = 1.6939e-04, PNorm = 148.6064, GNorm = 0.0119, lr_0 = 9.2681e-04
Validation prc-auc = 0.035384
Epoch 1472
Validation prc-auc = 0.034309
Epoch 1473
Validation prc-auc = 0.033533
Epoch 1474
Validation prc-auc = 0.033208
Epoch 1475
Validation prc-auc = 0.033054
Epoch 1476
Loss = 1.2672e-03, PNorm = 148.6434, GNorm = 0.0528, lr_0 = 9.2660e-04
Validation prc-auc = 0.032960
Epoch 1477
Validation prc-auc = 0.032891
Epoch 1478
Validation prc-auc = 0.032782
Epoch 1479
Validation prc-auc = 0.033106
Epoch 1480
Validation prc-auc = 0.032781
Epoch 1481
Loss = 1.1933e-04, PNorm = 148.7211, GNorm = 0.0040, lr_0 = 9.2635e-04
Validation prc-auc = 0.032386
Epoch 1482
Validation prc-auc = 0.032018
Epoch 1483
Validation prc-auc = 0.032115
Epoch 1484
Validation prc-auc = 0.031968
Epoch 1485
Loss = 2.4478e-04, PNorm = 148.7592, GNorm = 0.0243, lr_0 = 9.2614e-04
Loss = 1.5937e-04, PNorm = 148.7614, GNorm = 0.0113, lr_0 = 9.2612e-04
Validation prc-auc = 0.031811
Epoch 1486
Validation prc-auc = 0.031843
Epoch 1487
Validation prc-auc = 0.031828
Epoch 1488
Validation prc-auc = 0.031769
Epoch 1489
Validation prc-auc = 0.031906
Epoch 1490
Loss = 1.2131e-03, PNorm = 148.7859, GNorm = 0.0546, lr_0 = 9.2589e-04
Loss = 2.8961e-03, PNorm = 148.7877, GNorm = 0.3633, lr_0 = 9.2587e-04
Validation prc-auc = 0.031867
Epoch 1491
Validation prc-auc = 0.031037
Epoch 1492
Validation prc-auc = 0.030525
Epoch 1493
Validation prc-auc = 0.029952
Epoch 1494
Validation prc-auc = 0.029408
Epoch 1495
Loss = 3.9171e-04, PNorm = 148.8165, GNorm = 0.0140, lr_0 = 9.2566e-04
Validation prc-auc = 0.029125
Epoch 1496
Validation prc-auc = 0.028866
Epoch 1497
Validation prc-auc = 0.028852
Epoch 1498
Validation prc-auc = 0.029609
Epoch 1499
Loss = 1.0867e-04, PNorm = 148.8361, GNorm = 0.0004, lr_0 = 9.2543e-04
Validation prc-auc = 0.030553
Epoch 1500
Validation prc-auc = 0.030894
Epoch 1501
Validation prc-auc = 0.031229
Epoch 1502
Validation prc-auc = 0.031234
Epoch 1503
Validation prc-auc = 0.031204
Epoch 1504
Loss = 2.3653e-02, PNorm = 148.8515, GNorm = 1.7674, lr_0 = 9.2520e-04
Loss = 9.9341e-08, PNorm = 148.8525, GNorm = 0.0000, lr_0 = 9.2518e-04
Validation prc-auc = 0.031252
Epoch 1505
Validation prc-auc = 0.031285
Epoch 1506
Validation prc-auc = 0.030926
Epoch 1507
Validation prc-auc = 0.029592
Epoch 1508
Validation prc-auc = 0.029253
Epoch 1509
Loss = 1.0961e-01, PNorm = 148.8768, GNorm = 3.0110, lr_0 = 9.2497e-04
Validation prc-auc = 0.028739
Epoch 1510
Validation prc-auc = 0.029221
Epoch 1511
Validation prc-auc = 0.028775
Epoch 1512
Validation prc-auc = 0.028102
Epoch 1513
Validation prc-auc = 0.029588
Epoch 1514
Loss = 8.6496e-02, PNorm = 149.0071, GNorm = 5.4990, lr_0 = 9.2472e-04
Validation prc-auc = 0.032455
Epoch 1515
Validation prc-auc = 0.035135
Epoch 1516
Validation prc-auc = 0.034303
Epoch 1517
Validation prc-auc = 0.034194
Epoch 1518
Loss = 3.7252e-02, PNorm = 149.2525, GNorm = 0.7903, lr_0 = 9.2451e-04
Loss = 1.3087e-02, PNorm = 149.2772, GNorm = 0.3698, lr_0 = 9.2449e-04
Validation prc-auc = 0.032982
Epoch 1519
Validation prc-auc = 0.030036
Epoch 1520
Validation prc-auc = 0.028268
Epoch 1521
Validation prc-auc = 0.030184
Epoch 1522
Validation prc-auc = 0.030286
Epoch 1523
Loss = 1.5645e-02, PNorm = 149.6095, GNorm = 0.6131, lr_0 = 9.2427e-04
Loss = 5.5159e-03, PNorm = 149.6298, GNorm = 0.1857, lr_0 = 9.2425e-04
Validation prc-auc = 0.030091
Epoch 1524
Validation prc-auc = 0.030168
Epoch 1525
Validation prc-auc = 0.031456
Epoch 1526
Validation prc-auc = 0.031878
Epoch 1527
Validation prc-auc = 0.032434
Epoch 1528
Loss = 5.5923e-03, PNorm = 149.8680, GNorm = 0.2402, lr_0 = 9.2404e-04
Validation prc-auc = 0.032408
Epoch 1529
Validation prc-auc = 0.032982
Epoch 1530
Validation prc-auc = 0.033788
Epoch 1531
Validation prc-auc = 0.033325
Epoch 1532
Validation prc-auc = 0.032525
Epoch 1533
Loss = 3.8826e-02, PNorm = 150.1827, GNorm = 0.6084, lr_0 = 9.2379e-04
Validation prc-auc = 0.032407
Epoch 1534
Validation prc-auc = 0.032132
Epoch 1535
Validation prc-auc = 0.032166
Epoch 1536
Validation prc-auc = 0.032845
Epoch 1537
Loss = 5.1099e-02, PNorm = 150.4641, GNorm = 0.8456, lr_0 = 9.2358e-04
Loss = 5.1849e-03, PNorm = 150.4795, GNorm = 0.2050, lr_0 = 9.2356e-04
Validation prc-auc = 0.033000
Epoch 1538
Validation prc-auc = 0.032763
Epoch 1539
Validation prc-auc = 0.032433
Epoch 1540
Validation prc-auc = 0.032208
Epoch 1541
Validation prc-auc = 0.032608
Epoch 1542
Loss = 8.6928e-02, PNorm = 150.6625, GNorm = 1.0923, lr_0 = 9.2335e-04
Validation prc-auc = 0.033473
Epoch 1543
Validation prc-auc = 0.033625
Epoch 1544
Validation prc-auc = 0.034042
Epoch 1545
Validation prc-auc = 0.034757
Epoch 1546
Validation prc-auc = 0.035904
Epoch 1547
Loss = 2.1260e-03, PNorm = 150.8892, GNorm = 0.0592, lr_0 = 9.2310e-04
Validation prc-auc = 0.036366
Epoch 1548
Validation prc-auc = 0.037617
Epoch 1549
Validation prc-auc = 0.039431
Epoch 1550
Validation prc-auc = 0.039322
Epoch 1551
Loss = 2.0609e-02, PNorm = 151.0431, GNorm = 2.0256, lr_0 = 9.2289e-04
Loss = 2.4099e-05, PNorm = 151.0588, GNorm = 0.0011, lr_0 = 9.2287e-04
Validation prc-auc = 0.040068
Epoch 1552
Validation prc-auc = 0.039468
Epoch 1553
Validation prc-auc = 0.039557
Epoch 1554
Validation prc-auc = 0.039352
Epoch 1555
Validation prc-auc = 0.038403
Epoch 1556
Loss = 5.8492e-03, PNorm = 151.2200, GNorm = 0.0192, lr_0 = 9.2264e-04
Loss = 6.0638e-03, PNorm = 151.2290, GNorm = 0.3230, lr_0 = 9.2263e-04
Validation prc-auc = 0.037220
Epoch 1557
Validation prc-auc = 0.036807
Epoch 1558
Validation prc-auc = 0.036443
Epoch 1559
Validation prc-auc = 0.035865
Epoch 1560
Validation prc-auc = 0.034681
Epoch 1561
Loss = 1.9219e-03, PNorm = 151.3186, GNorm = 0.1087, lr_0 = 9.2242e-04
Validation prc-auc = 0.034311
Epoch 1562
Validation prc-auc = 0.033014
Epoch 1563
Validation prc-auc = 0.032406
Epoch 1564
Validation prc-auc = 0.031196
Epoch 1565
Validation prc-auc = 0.030116
Epoch 1566
Loss = 3.6202e-03, PNorm = 151.3958, GNorm = 0.1216, lr_0 = 9.2217e-04
Validation prc-auc = 0.029277
Epoch 1567
Validation prc-auc = 0.028865
Epoch 1568
Validation prc-auc = 0.028468
Epoch 1569
Validation prc-auc = 0.028334
Epoch 1570
Loss = 4.1863e-04, PNorm = 151.4648, GNorm = 0.0210, lr_0 = 9.2196e-04
Loss = 1.0851e-03, PNorm = 151.4689, GNorm = 0.0715, lr_0 = 9.2194e-04
Validation prc-auc = 0.028335
Epoch 1571
Validation prc-auc = 0.028255
Epoch 1572
Validation prc-auc = 0.028281
Epoch 1573
Validation prc-auc = 0.028808
Epoch 1574
Validation prc-auc = 0.029420
Epoch 1575
Loss = 4.5634e-03, PNorm = 151.5047, GNorm = 0.1330, lr_0 = 9.2173e-04
Validation prc-auc = 0.030779
Epoch 1576
Validation prc-auc = 0.031892
Epoch 1577
Validation prc-auc = 0.032991
Epoch 1578
Validation prc-auc = 0.034208
Epoch 1579
Validation prc-auc = 0.034611
Epoch 1580
Loss = 1.1320e-03, PNorm = 151.6237, GNorm = 0.0306, lr_0 = 9.2148e-04
Validation prc-auc = 0.035044
Epoch 1581
Validation prc-auc = 0.035124
Epoch 1582
Validation prc-auc = 0.035417
Epoch 1583
Validation prc-auc = 0.035657
Epoch 1584
Loss = 5.7714e-04, PNorm = 151.6826, GNorm = 0.0039, lr_0 = 9.2127e-04
Loss = 2.0747e-04, PNorm = 151.6856, GNorm = 0.0152, lr_0 = 9.2125e-04
Validation prc-auc = 0.035674
Epoch 1585
Validation prc-auc = 0.035649
Epoch 1586
Validation prc-auc = 0.035474
Epoch 1587
Validation prc-auc = 0.034392
Epoch 1588
Validation prc-auc = 0.034119
Epoch 1589
Loss = 3.2776e-03, PNorm = 151.7174, GNorm = 0.3744, lr_0 = 9.2103e-04
Loss = 8.4173e-04, PNorm = 151.7205, GNorm = 0.0468, lr_0 = 9.2101e-04
Validation prc-auc = 0.033946
Epoch 1590
Validation prc-auc = 0.033540
Epoch 1591
Validation prc-auc = 0.033283
Epoch 1592
Validation prc-auc = 0.032578
Epoch 1593
Validation prc-auc = 0.032762
Epoch 1594
Loss = 3.0267e-03, PNorm = 151.7393, GNorm = 0.0796, lr_0 = 9.2080e-04
Validation prc-auc = 0.032792
Epoch 1595
Validation prc-auc = 0.032509
Epoch 1596
Validation prc-auc = 0.032468
Epoch 1597
Validation prc-auc = 0.032526
Epoch 1598
Validation prc-auc = 0.032525
Epoch 1599
Loss = 2.6359e-03, PNorm = 151.7945, GNorm = 0.0613, lr_0 = 9.2055e-04
Validation prc-auc = 0.032398
Epoch 1600
Validation prc-auc = 0.032513
Epoch 1601
Validation prc-auc = 0.032861
Epoch 1602
Validation prc-auc = 0.033131
Epoch 1603
Loss = 3.3997e-03, PNorm = 151.8356, GNorm = 0.8678, lr_0 = 9.2034e-04
Loss = 2.1363e-04, PNorm = 151.8378, GNorm = 0.0121, lr_0 = 9.2032e-04
Validation prc-auc = 0.033521
Epoch 1604
Validation prc-auc = 0.033936
Epoch 1605
Validation prc-auc = 0.033967
Epoch 1606
Validation prc-auc = 0.032815
Epoch 1607
Validation prc-auc = 0.032095
Epoch 1608
Loss = 6.5970e-02, PNorm = 151.8850, GNorm = 3.7270, lr_0 = 9.2010e-04
Validation prc-auc = 0.033730
Epoch 1609
Validation prc-auc = 0.035341
Epoch 1610
Validation prc-auc = 0.036261
Epoch 1611
Validation prc-auc = 0.037063
Epoch 1612
Validation prc-auc = 0.037565
Epoch 1613
Loss = 8.0435e-04, PNorm = 151.9594, GNorm = 0.0328, lr_0 = 9.1987e-04
Validation prc-auc = 0.038072
Epoch 1614
Validation prc-auc = 0.038161
Epoch 1615
Validation prc-auc = 0.037666
Epoch 1616
Validation prc-auc = 0.037160
Epoch 1617
Loss = 4.0366e-03, PNorm = 151.9881, GNorm = 0.1619, lr_0 = 9.1966e-04
Loss = 1.6457e-01, PNorm = 151.9931, GNorm = 9.8752, lr_0 = 9.1964e-04
Validation prc-auc = 0.037227
Epoch 1618
Validation prc-auc = 0.034999
Epoch 1619
Validation prc-auc = 0.032643
Epoch 1620
Validation prc-auc = 0.031514
Epoch 1621
Validation prc-auc = 0.030103
Epoch 1622
Loss = 3.0631e-02, PNorm = 152.0963, GNorm = 2.0286, lr_0 = 9.1941e-04
Loss = 1.5468e-03, PNorm = 152.1040, GNorm = 0.0792, lr_0 = 9.1939e-04
Validation prc-auc = 0.028257
Epoch 1623
Validation prc-auc = 0.027142
Epoch 1624
Validation prc-auc = 0.026450
Epoch 1625
Validation prc-auc = 0.026450
Epoch 1626
Validation prc-auc = 0.026585
Epoch 1627
Loss = 2.2364e-03, PNorm = 152.2039, GNorm = 0.0994, lr_0 = 9.1918e-04
Validation prc-auc = 0.026882
Epoch 1628
Validation prc-auc = 0.027670
Epoch 1629
Validation prc-auc = 0.027756
Epoch 1630
Validation prc-auc = 0.027498
Epoch 1631
Validation prc-auc = 0.027710
Epoch 1632
Loss = 6.6898e-02, PNorm = 152.2773, GNorm = 1.6130, lr_0 = 9.1894e-04
Validation prc-auc = 0.028197
Epoch 1633
Validation prc-auc = 0.028658
Epoch 1634
Validation prc-auc = 0.028619
Epoch 1635
Validation prc-auc = 0.028685
Epoch 1636
Loss = 1.4997e-02, PNorm = 152.3565, GNorm = 0.0724, lr_0 = 9.1873e-04
Loss = 1.2301e-02, PNorm = 152.3638, GNorm = 0.3154, lr_0 = 9.1871e-04
Validation prc-auc = 0.028380
Epoch 1637
Validation prc-auc = 0.028285
Epoch 1638
Validation prc-auc = 0.028545
Epoch 1639
Validation prc-auc = 0.028475
Epoch 1640
Validation prc-auc = 0.028554
Epoch 1641
Loss = 2.8256e-02, PNorm = 152.4586, GNorm = 0.9320, lr_0 = 9.1848e-04
Validation prc-auc = 0.031877
Epoch 1642
Validation prc-auc = 0.034556
Epoch 1643
Validation prc-auc = 0.037102
Epoch 1644
Validation prc-auc = 0.038946
Epoch 1645
Validation prc-auc = 0.040632
Epoch 1646
Loss = 1.8584e-01, PNorm = 152.5561, GNorm = 1.5802, lr_0 = 9.1825e-04
Validation prc-auc = 0.040907
Epoch 1647
Validation prc-auc = 0.040823
Epoch 1648
Validation prc-auc = 0.041820
Epoch 1649
Validation prc-auc = 0.039637
Epoch 1650
Loss = 5.0898e-03, PNorm = 152.6163, GNorm = 0.0510, lr_0 = 9.1804e-04
Loss = 1.6192e-05, PNorm = 152.6210, GNorm = 0.0010, lr_0 = 9.1803e-04
Validation prc-auc = 0.038708
Epoch 1651
Validation prc-auc = 0.036424
Epoch 1652
Validation prc-auc = 0.036672
Epoch 1653
Validation prc-auc = 0.036882
Epoch 1654
Validation prc-auc = 0.037776
Epoch 1655
Loss = 8.7564e-03, PNorm = 152.6787, GNorm = 0.1493, lr_0 = 9.1780e-04
Loss = 1.8097e-03, PNorm = 152.6855, GNorm = 0.0765, lr_0 = 9.1778e-04
Validation prc-auc = 0.038145
Epoch 1656
Validation prc-auc = 0.038219
Epoch 1657
Validation prc-auc = 0.038567
Epoch 1658
Validation prc-auc = 0.038474
Epoch 1659
Validation prc-auc = 0.038121
Epoch 1660
Loss = 3.6304e-03, PNorm = 152.7726, GNorm = 0.1056, lr_0 = 9.1757e-04
Validation prc-auc = 0.037507
Epoch 1661
Validation prc-auc = 0.037112
Epoch 1662
Validation prc-auc = 0.036729
Epoch 1663
Validation prc-auc = 0.036372
Epoch 1664
Validation prc-auc = 0.036316
Epoch 1665
Loss = 2.8774e-04, PNorm = 152.8312, GNorm = 0.0091, lr_0 = 9.1733e-04
Validation prc-auc = 0.036265
Epoch 1666
Validation prc-auc = 0.036218
Epoch 1667
Validation prc-auc = 0.035633
Epoch 1668
Validation prc-auc = 0.034933
Epoch 1669
Loss = 1.2848e-03, PNorm = 152.8618, GNorm = 0.0453, lr_0 = 9.1712e-04
Loss = 2.1700e-04, PNorm = 152.8640, GNorm = 0.0115, lr_0 = 9.1710e-04
Validation prc-auc = 0.034535
Epoch 1670
Validation prc-auc = 0.034498
Epoch 1671
Validation prc-auc = 0.034148
Epoch 1672
Validation prc-auc = 0.033278
Epoch 1673
Validation prc-auc = 0.032992
Epoch 1674
Loss = 9.1105e-04, PNorm = 152.8910, GNorm = 0.0978, lr_0 = 9.1687e-04
Validation prc-auc = 0.032543
Epoch 1675
Validation prc-auc = 0.032252
Epoch 1676
Validation prc-auc = 0.031842
Epoch 1677
Validation prc-auc = 0.031590
Epoch 1678
Validation prc-auc = 0.030861
Epoch 1679
Loss = 3.8124e-03, PNorm = 152.9097, GNorm = 0.1369, lr_0 = 9.1664e-04
Validation prc-auc = 0.030280
Epoch 1680
Validation prc-auc = 0.029830
Epoch 1681
Validation prc-auc = 0.028619
Epoch 1682
Validation prc-auc = 0.027730
Epoch 1683
Loss = 1.3751e-02, PNorm = 153.0768, GNorm = 0.1748, lr_0 = 9.1642e-04
Validation prc-auc = 0.028058
Epoch 1684
Validation prc-auc = 0.027556
Epoch 1685
Validation prc-auc = 0.027483
Epoch 1686
Validation prc-auc = 0.027764
Epoch 1687
Validation prc-auc = 0.028412
Epoch 1688
Loss = 5.5952e-03, PNorm = 153.2510, GNorm = 0.0365, lr_0 = 9.1619e-04
Loss = 2.6425e-06, PNorm = 153.2618, GNorm = 0.0003, lr_0 = 9.1617e-04
Validation prc-auc = 0.028948
Epoch 1689
Validation prc-auc = 0.028978
Epoch 1690
Validation prc-auc = 0.029370
Epoch 1691
Validation prc-auc = 0.029612
Epoch 1692
Validation prc-auc = 0.030140
Epoch 1693
Loss = 1.9322e-03, PNorm = 153.3732, GNorm = 0.0471, lr_0 = 9.1596e-04
Validation prc-auc = 0.030432
Epoch 1694
Validation prc-auc = 0.031270
Epoch 1695
Validation prc-auc = 0.030778
Epoch 1696
Validation prc-auc = 0.030958
Epoch 1697
Validation prc-auc = 0.031327
Epoch 1698
Loss = 4.0742e-03, PNorm = 153.5299, GNorm = 0.2208, lr_0 = 9.1572e-04
Validation prc-auc = 0.032355
Epoch 1699
Validation prc-auc = 0.033306
Epoch 1700
Validation prc-auc = 0.034443
Epoch 1701
Validation prc-auc = 0.035463
Epoch 1702
Loss = 3.6700e-04, PNorm = 153.6937, GNorm = 0.0053, lr_0 = 9.1551e-04
Loss = 9.1401e-02, PNorm = 153.7025, GNorm = 10.6519, lr_0 = 9.1549e-04
Validation prc-auc = 0.036693
Epoch 1703
Validation prc-auc = 0.036327
Epoch 1704
Validation prc-auc = 0.034430
Epoch 1705
Validation prc-auc = 0.032915
Epoch 1706
Validation prc-auc = 0.032774
Epoch 1707
Loss = 3.3131e-02, PNorm = 153.9281, GNorm = 0.6346, lr_0 = 9.1526e-04
Loss = 8.4030e-03, PNorm = 153.9488, GNorm = 0.3297, lr_0 = 9.1525e-04
Validation prc-auc = 0.031264
Epoch 1708
Validation prc-auc = 0.030412
Epoch 1709
Validation prc-auc = 0.029703
Epoch 1710
Validation prc-auc = 0.028592
Epoch 1711
Validation prc-auc = 0.027477
Epoch 1712
Loss = 3.0785e-03, PNorm = 154.1905, GNorm = 0.0658, lr_0 = 9.1504e-04
Validation prc-auc = 0.026210
Epoch 1713
Validation prc-auc = 0.025857
Epoch 1714
Validation prc-auc = 0.025976
Epoch 1715
Validation prc-auc = 0.025773
Epoch 1716
Loss = 3.7120e-03, PNorm = 154.3835, GNorm = 0.0068, lr_0 = 9.1481e-04
Validation prc-auc = 0.025691
Epoch 1717
Validation prc-auc = 0.026182
Epoch 1718
Validation prc-auc = 0.026728
Epoch 1719
Validation prc-auc = 0.026997
Epoch 1720
Validation prc-auc = 0.027157
Epoch 1721
Loss = 2.0916e-02, PNorm = 154.4832, GNorm = 1.9219, lr_0 = 9.1458e-04
Loss = 2.2841e-04, PNorm = 154.4883, GNorm = 0.0113, lr_0 = 9.1457e-04
Validation prc-auc = 0.027210
Epoch 1722
Validation prc-auc = 0.027467
Epoch 1723
Validation prc-auc = 0.027775
Epoch 1724
Validation prc-auc = 0.028099
Epoch 1725
Validation prc-auc = 0.028185
Epoch 1726
Loss = 5.3606e-03, PNorm = 154.5486, GNorm = 0.2451, lr_0 = 9.1436e-04
Validation prc-auc = 0.028078
Epoch 1727
Validation prc-auc = 0.027968
Epoch 1728
Validation prc-auc = 0.027967
Epoch 1729
Validation prc-auc = 0.027448
Epoch 1730
Validation prc-auc = 0.027116
Epoch 1731
Loss = 7.0725e-03, PNorm = 154.6121, GNorm = 0.4711, lr_0 = 9.1411e-04
Validation prc-auc = 0.027029
Epoch 1732
Validation prc-auc = 0.026709
Epoch 1733
Validation prc-auc = 0.026356
Epoch 1734
Validation prc-auc = 0.026094
Epoch 1735
Loss = 6.8376e-04, PNorm = 154.6814, GNorm = 0.0192, lr_0 = 9.1390e-04
Loss = 5.9207e-06, PNorm = 154.6853, GNorm = 0.0004, lr_0 = 9.1389e-04
Validation prc-auc = 0.025860
Epoch 1736
Validation prc-auc = 0.025705
Epoch 1737
Validation prc-auc = 0.025631
Epoch 1738
Validation prc-auc = 0.025507
Epoch 1739
Validation prc-auc = 0.025428
Epoch 1740
Loss = 4.9211e-04, PNorm = 154.7230, GNorm = 0.0148, lr_0 = 9.1366e-04
Loss = 5.5034e-06, PNorm = 154.7246, GNorm = 0.0004, lr_0 = 9.1364e-04
Validation prc-auc = 0.025461
Epoch 1741
Validation prc-auc = 0.025500
Epoch 1742
Validation prc-auc = 0.025494
Epoch 1743
Validation prc-auc = 0.026109
Epoch 1744
Validation prc-auc = 0.026533
Epoch 1745
Loss = 1.9326e-04, PNorm = 154.7429, GNorm = 0.0086, lr_0 = 9.1343e-04
Validation prc-auc = 0.026739
Epoch 1746
Validation prc-auc = 0.027102
Epoch 1747
Validation prc-auc = 0.027222
Epoch 1748
Validation prc-auc = 0.027641
Epoch 1749
Loss = 7.3332e-04, PNorm = 154.7648, GNorm = 0.0013, lr_0 = 9.1320e-04
Validation prc-auc = 0.027626
Epoch 1750
Validation prc-auc = 0.027592
Epoch 1751
Validation prc-auc = 0.027563
Epoch 1752
Validation prc-auc = 0.028701
Epoch 1753
Validation prc-auc = 0.031202
Epoch 1754
Loss = 9.4781e-05, PNorm = 154.8005, GNorm = 0.0028, lr_0 = 9.1298e-04
Loss = 1.6627e-01, PNorm = 154.8105, GNorm = 14.2386, lr_0 = 9.1296e-04
Validation prc-auc = 0.032338
Epoch 1755
Validation prc-auc = 0.031975
Epoch 1756
Validation prc-auc = 0.033224
Epoch 1757
Validation prc-auc = 0.031643
Epoch 1758
Validation prc-auc = 0.029691
Epoch 1759
Loss = 1.5957e-02, PNorm = 155.1334, GNorm = 0.9345, lr_0 = 9.1275e-04
Validation prc-auc = 0.026454
Epoch 1760
Validation prc-auc = 0.024810
Epoch 1761
Validation prc-auc = 0.024229
Epoch 1762
Validation prc-auc = 0.024218
Epoch 1763
Validation prc-auc = 0.025266
Epoch 1764
Loss = 3.7049e-03, PNorm = 155.4785, GNorm = 0.0940, lr_0 = 9.1251e-04
Validation prc-auc = 0.026543
Epoch 1765
Validation prc-auc = 0.027672
Epoch 1766
Validation prc-auc = 0.028174
Epoch 1767
Validation prc-auc = 0.028907
Epoch 1768
Loss = 6.6380e-02, PNorm = 155.6632, GNorm = 0.5874, lr_0 = 9.1230e-04
Loss = 4.4220e-04, PNorm = 155.6735, GNorm = 0.0216, lr_0 = 9.1228e-04
Validation prc-auc = 0.030524
Epoch 1769
Validation prc-auc = 0.031188
Epoch 1770
Validation prc-auc = 0.032015
Epoch 1771
Validation prc-auc = 0.032766
Epoch 1772
Validation prc-auc = 0.033282
Epoch 1773
Loss = 3.2663e-03, PNorm = 155.7815, GNorm = 0.0352, lr_0 = 9.1206e-04
Loss = 2.8074e-03, PNorm = 155.7874, GNorm = 0.1001, lr_0 = 9.1204e-04
Validation prc-auc = 0.033562
Epoch 1774
Validation prc-auc = 0.033732
Epoch 1775
Validation prc-auc = 0.033963
Epoch 1776
Validation prc-auc = 0.033870
Epoch 1777
Validation prc-auc = 0.034451
Epoch 1778
Loss = 4.5721e-04, PNorm = 155.8426, GNorm = 0.0183, lr_0 = 9.1183e-04
Validation prc-auc = 0.034374
Epoch 1779
Validation prc-auc = 0.033283
Epoch 1780
Validation prc-auc = 0.030959
Epoch 1781
Validation prc-auc = 0.028745
Epoch 1782
Validation prc-auc = 0.029108
Epoch 1783
Loss = 2.3208e-02, PNorm = 155.9380, GNorm = 0.9061, lr_0 = 9.1159e-04
Validation prc-auc = 0.029900
Epoch 1784
Validation prc-auc = 0.029985
Epoch 1785
Validation prc-auc = 0.030292
Epoch 1786
Validation prc-auc = 0.030205
Epoch 1787
Loss = 9.8338e-04, PNorm = 156.0173, GNorm = 0.0267, lr_0 = 9.1138e-04
Loss = 5.4475e-03, PNorm = 156.0229, GNorm = 0.1934, lr_0 = 9.1136e-04
Validation prc-auc = 0.029453
Epoch 1788
Validation prc-auc = 0.028745
Epoch 1789
Validation prc-auc = 0.028576
Epoch 1790
Validation prc-auc = 0.028564
Epoch 1791
Validation prc-auc = 0.028890
Epoch 1792
Loss = 8.7364e-02, PNorm = 156.0889, GNorm = 1.0392, lr_0 = 9.1115e-04
Validation prc-auc = 0.030106
Epoch 1793
Validation prc-auc = 0.034075
Epoch 1794
Validation prc-auc = 0.037070
Epoch 1795
Validation prc-auc = 0.038959
Epoch 1796
Validation prc-auc = 0.039568
Epoch 1797
Loss = 3.4566e-03, PNorm = 156.2729, GNorm = 0.0992, lr_0 = 9.1091e-04
Validation prc-auc = 0.038209
Epoch 1798
Validation prc-auc = 0.037049
Epoch 1799
Validation prc-auc = 0.036426
Epoch 1800
Validation prc-auc = 0.036530
Epoch 1801
Loss = 6.2585e-03, PNorm = 156.4376, GNorm = 0.4945, lr_0 = 9.1070e-04
Loss = 9.7692e-03, PNorm = 156.4494, GNorm = 0.3640, lr_0 = 9.1068e-04
Validation prc-auc = 0.035819
Epoch 1802
Validation prc-auc = 0.034923
Epoch 1803
Validation prc-auc = 0.034490
Epoch 1804
Validation prc-auc = 0.034245
Epoch 1805
Validation prc-auc = 0.033890
Epoch 1806
Loss = 1.1034e-02, PNorm = 156.5663, GNorm = 0.0639, lr_0 = 9.1046e-04
Loss = 4.5546e-03, PNorm = 156.5726, GNorm = 0.1833, lr_0 = 9.1044e-04
Validation prc-auc = 0.033817
Epoch 1807
Validation prc-auc = 0.033764
Epoch 1808
Validation prc-auc = 0.033705
Epoch 1809
Validation prc-auc = 0.033683
Epoch 1810
Validation prc-auc = 0.033624
Epoch 1811
Loss = 3.4030e-03, PNorm = 156.6428, GNorm = 0.3507, lr_0 = 9.1023e-04
Validation prc-auc = 0.033547
Epoch 1812
Validation prc-auc = 0.033489
Epoch 1813
Validation prc-auc = 0.033708
Epoch 1814
Validation prc-auc = 0.033603
Epoch 1815
Validation prc-auc = 0.033637
Epoch 1816
Loss = 7.2879e-05, PNorm = 156.6822, GNorm = 0.0037, lr_0 = 9.0999e-04
Validation prc-auc = 0.033629
Epoch 1817
Validation prc-auc = 0.033120
Epoch 1818
Validation prc-auc = 0.032881
Epoch 1819
Validation prc-auc = 0.033648
Epoch 1820
Loss = 2.2149e-03, PNorm = 156.7922, GNorm = 0.0641, lr_0 = 9.0978e-04
Loss = 2.4382e-03, PNorm = 156.8043, GNorm = 0.1700, lr_0 = 9.0976e-04
Validation prc-auc = 0.034421
Epoch 1821
Validation prc-auc = 0.035165
Epoch 1822
Validation prc-auc = 0.035717
Epoch 1823
Validation prc-auc = 0.035051
Epoch 1824
Validation prc-auc = 0.034333
Epoch 1825
Loss = 4.2337e-04, PNorm = 156.9198, GNorm = 0.0162, lr_0 = 9.0955e-04
Validation prc-auc = 0.033112
Epoch 1826
Validation prc-auc = 0.033082
Epoch 1827
Validation prc-auc = 0.035421
Epoch 1828
Validation prc-auc = 0.039379
Epoch 1829
Validation prc-auc = 0.042548
Epoch 1830
Loss = 1.9851e-05, PNorm = 156.9865, GNorm = 0.0014, lr_0 = 9.0931e-04
Validation prc-auc = 0.044301
Epoch 1831
Validation prc-auc = 0.046000
Epoch 1832
Validation prc-auc = 0.047283
Epoch 1833
Validation prc-auc = 0.047768
Epoch 1834
Loss = 3.2344e-03, PNorm = 157.0222, GNorm = 1.0197, lr_0 = 9.0910e-04
Loss = 1.9724e-04, PNorm = 157.0252, GNorm = 0.0163, lr_0 = 9.0909e-04
Validation prc-auc = 0.046803
Epoch 1835
Validation prc-auc = 0.045908
Epoch 1836
Validation prc-auc = 0.045157
Epoch 1837
Validation prc-auc = 0.041887
Epoch 1838
Validation prc-auc = 0.040311
Epoch 1839
Loss = 1.0103e-02, PNorm = 157.1315, GNorm = 2.0934, lr_0 = 9.0886e-04
Loss = 1.4938e-04, PNorm = 157.1463, GNorm = 0.0086, lr_0 = 9.0884e-04
Validation prc-auc = 0.042411
Epoch 1840
Validation prc-auc = 0.042717
Epoch 1841
Validation prc-auc = 0.042763
Epoch 1842
Validation prc-auc = 0.044094
Epoch 1843
Validation prc-auc = 0.043192
Epoch 1844
Loss = 1.9298e-03, PNorm = 157.3427, GNorm = 0.0611, lr_0 = 9.0863e-04
Validation prc-auc = 0.042580
Epoch 1845
Validation prc-auc = 0.041948
Epoch 1846
Validation prc-auc = 0.043404
Epoch 1847
Validation prc-auc = 0.043684
Epoch 1848
Validation prc-auc = 0.041931
Epoch 1849
Loss = 7.4774e-02, PNorm = 157.5175, GNorm = 2.5254, lr_0 = 9.0839e-04
Validation prc-auc = 0.039050
Epoch 1850
Validation prc-auc = 0.035358
Epoch 1851
Validation prc-auc = 0.034420
Epoch 1852
Validation prc-auc = 0.034663
Epoch 1853
Loss = 3.0875e-01, PNorm = 157.7514, GNorm = 2.7554, lr_0 = 9.0818e-04
Loss = 6.2491e-04, PNorm = 157.7729, GNorm = 0.0359, lr_0 = 9.0817e-04
Validation prc-auc = 0.042568
Epoch 1854
Validation prc-auc = 0.046849
Epoch 1855
Validation prc-auc = 0.045725
Epoch 1856
Validation prc-auc = 0.040733
Epoch 1857
Validation prc-auc = 0.038669
Epoch 1858
Loss = 4.7954e-03, PNorm = 158.0549, GNorm = 0.3190, lr_0 = 9.0794e-04
Validation prc-auc = 0.037313
Epoch 1859
Validation prc-auc = 0.036578
Epoch 1860
Validation prc-auc = 0.035686
Epoch 1861
Validation prc-auc = 0.035802
Epoch 1862
Validation prc-auc = 0.035729
Epoch 1863
Loss = 8.2240e-03, PNorm = 158.2012, GNorm = 0.3626, lr_0 = 9.0772e-04
Validation prc-auc = 0.035855
Epoch 1864
Validation prc-auc = 0.035811
Epoch 1865
Validation prc-auc = 0.035922
Epoch 1866
Validation prc-auc = 0.035825
Epoch 1867
Loss = 1.8150e-03, PNorm = 158.2642, GNorm = 0.0607, lr_0 = 9.0751e-04
Loss = 3.0893e-03, PNorm = 158.2676, GNorm = 0.1984, lr_0 = 9.0749e-04
Validation prc-auc = 0.035936
Epoch 1868
Validation prc-auc = 0.035957
Epoch 1869
Validation prc-auc = 0.036300
Epoch 1870
Validation prc-auc = 0.036899
Epoch 1871
Validation prc-auc = 0.037357
Epoch 1872
Loss = 3.9669e-04, PNorm = 158.3239, GNorm = 0.0186, lr_0 = 9.0727e-04
Loss = 4.6345e-04, PNorm = 158.3275, GNorm = 0.0259, lr_0 = 9.0725e-04
Validation prc-auc = 0.037225
Epoch 1873
Validation prc-auc = 0.036552
Epoch 1874
Validation prc-auc = 0.031972
Epoch 1875
Validation prc-auc = 0.032331
Epoch 1876
Validation prc-auc = 0.034709
Epoch 1877
Loss = 1.6232e-02, PNorm = 158.4267, GNorm = 0.7291, lr_0 = 9.0704e-04
Validation prc-auc = 0.037246
Epoch 1878
Validation prc-auc = 0.039221
Epoch 1879
Validation prc-auc = 0.040699
Epoch 1880
Validation prc-auc = 0.041845
Epoch 1881
Validation prc-auc = 0.042281
Epoch 1882
Loss = 2.9099e-03, PNorm = 158.6205, GNorm = 0.1060, lr_0 = 9.0680e-04
Validation prc-auc = 0.042413
Epoch 1883
Validation prc-auc = 0.043078
Epoch 1884
Validation prc-auc = 0.042857
Epoch 1885
Validation prc-auc = 0.041672
Epoch 1886
Loss = 3.3062e-03, PNorm = 158.7347, GNorm = 0.1420, lr_0 = 9.0659e-04
Loss = 1.9868e-08, PNorm = 158.7426, GNorm = 0.0000, lr_0 = 9.0657e-04
Validation prc-auc = 0.040470
Epoch 1887
Validation prc-auc = 0.039887
Epoch 1888
Validation prc-auc = 0.039926
Epoch 1889
Validation prc-auc = 0.039831
Epoch 1890
Validation prc-auc = 0.038882
Epoch 1891
Loss = 5.3368e-02, PNorm = 158.8131, GNorm = 3.1970, lr_0 = 9.0635e-04
Validation prc-auc = 0.038412
Epoch 1892
Validation prc-auc = 0.036459
Epoch 1893
Validation prc-auc = 0.035550
Epoch 1894
Validation prc-auc = 0.036363
Epoch 1895
Validation prc-auc = 0.035302
Epoch 1896
Loss = 8.9286e-03, PNorm = 158.8984, GNorm = 0.2573, lr_0 = 9.0612e-04
Validation prc-auc = 0.033486
Epoch 1897
Validation prc-auc = 0.032245
Epoch 1898
Validation prc-auc = 0.031904
Epoch 1899
Validation prc-auc = 0.031556
Epoch 1900
Loss = 2.5430e-03, PNorm = 159.0440, GNorm = 0.0980, lr_0 = 9.0592e-04
Loss = 3.6849e-03, PNorm = 159.0536, GNorm = 0.3485, lr_0 = 9.0590e-04
Validation prc-auc = 0.030850
Epoch 1901
Validation prc-auc = 0.030933
Epoch 1902
Validation prc-auc = 0.031300
Epoch 1903
Validation prc-auc = 0.032116
Epoch 1904
Validation prc-auc = 0.032623
Epoch 1905
Loss = 4.7235e-02, PNorm = 159.1558, GNorm = 1.8441, lr_0 = 9.0567e-04
Loss = 2.5829e-06, PNorm = 159.1627, GNorm = 0.0004, lr_0 = 9.0566e-04
Validation prc-auc = 0.032078
Epoch 1906
Validation prc-auc = 0.031673
Epoch 1907
Validation prc-auc = 0.030396
Epoch 1908
Validation prc-auc = 0.029923
Epoch 1909
Validation prc-auc = 0.029853
Epoch 1910
Loss = 2.7744e-03, PNorm = 159.2561, GNorm = 0.1236, lr_0 = 9.0545e-04
Validation prc-auc = 0.029822
Epoch 1911
Validation prc-auc = 0.029760
Epoch 1912
Validation prc-auc = 0.029906
Epoch 1913
Validation prc-auc = 0.030099
Epoch 1914
Validation prc-auc = 0.031833
Epoch 1915
Loss = 2.1559e-02, PNorm = 159.3165, GNorm = 1.3486, lr_0 = 9.0521e-04
Validation prc-auc = 0.035586
Epoch 1916
Validation prc-auc = 0.037518
Epoch 1917
Validation prc-auc = 0.036905
Epoch 1918
Validation prc-auc = 0.036384
Epoch 1919
Loss = 3.1045e-02, PNorm = 159.3854, GNorm = 0.2052, lr_0 = 9.0500e-04
Loss = 2.4562e-03, PNorm = 159.3899, GNorm = 0.0896, lr_0 = 9.0498e-04
Validation prc-auc = 0.035890
Epoch 1920
Validation prc-auc = 0.035727
Epoch 1921
Validation prc-auc = 0.035646
Epoch 1922
Validation prc-auc = 0.035309
Epoch 1923
Validation prc-auc = 0.034941
Epoch 1924
Loss = 1.4646e-02, PNorm = 159.4472, GNorm = 0.3328, lr_0 = 9.0476e-04
Validation prc-auc = 0.034820
Epoch 1925
Validation prc-auc = 0.034726
Epoch 1926
Validation prc-auc = 0.034338
Epoch 1927
Validation prc-auc = 0.034396
Epoch 1928
Validation prc-auc = 0.034181
Epoch 1929
Loss = 1.6460e-03, PNorm = 159.5195, GNorm = 0.0789, lr_0 = 9.0454e-04
Validation prc-auc = 0.034296
Epoch 1930
Validation prc-auc = 0.034908
Epoch 1931
Validation prc-auc = 0.034908
Epoch 1932
Validation prc-auc = 0.034814
Epoch 1933
Loss = 1.0530e-03, PNorm = 159.5820, GNorm = 0.0094, lr_0 = 9.0431e-04
Validation prc-auc = 0.034888
Epoch 1934
Validation prc-auc = 0.034619
Epoch 1935
Validation prc-auc = 0.034488
Epoch 1936
Validation prc-auc = 0.034396
Epoch 1937
Validation prc-auc = 0.034381
Epoch 1938
Loss = 5.4987e-02, PNorm = 159.6119, GNorm = 6.3671, lr_0 = 9.0409e-04
Loss = 4.2575e-04, PNorm = 159.6135, GNorm = 0.0225, lr_0 = 9.0407e-04
Validation prc-auc = 0.035014
Epoch 1939
Validation prc-auc = 0.035643
Epoch 1940
Validation prc-auc = 0.036214
Epoch 1941
Validation prc-auc = 0.036356
Epoch 1942
Validation prc-auc = 0.036126
Epoch 1943
Loss = 1.1383e-02, PNorm = 159.6612, GNorm = 0.7301, lr_0 = 9.0386e-04
Validation prc-auc = 0.035291
Epoch 1944
Validation prc-auc = 0.035009
Epoch 1945
Validation prc-auc = 0.034577
Epoch 1946
Validation prc-auc = 0.034559
Epoch 1947
Validation prc-auc = 0.034375
Epoch 1948
Loss = 6.7522e-04, PNorm = 159.7167, GNorm = 0.0298, lr_0 = 9.0362e-04
Validation prc-auc = 0.035348
Epoch 1949
Validation prc-auc = 0.034883
Epoch 1950
Validation prc-auc = 0.034642
Epoch 1951
Validation prc-auc = 0.034794
Epoch 1952
Loss = 2.1072e-04, PNorm = 159.7603, GNorm = 0.0047, lr_0 = 9.0341e-04
Loss = 4.7764e-04, PNorm = 159.7640, GNorm = 0.0315, lr_0 = 9.0340e-04
Validation prc-auc = 0.034771
Epoch 1953
Validation prc-auc = 0.035048
Epoch 1954
Validation prc-auc = 0.035539
Epoch 1955
Validation prc-auc = 0.035492
Epoch 1956
Validation prc-auc = 0.035691
Epoch 1957
Loss = 1.9725e-02, PNorm = 159.8206, GNorm = 3.7694, lr_0 = 9.0317e-04
Loss = 2.0741e-05, PNorm = 159.8295, GNorm = 0.0016, lr_0 = 9.0316e-04
Validation prc-auc = 0.036079
Epoch 1958
Validation prc-auc = 0.036852
Epoch 1959
Validation prc-auc = 0.037014
Epoch 1960
Validation prc-auc = 0.037037
Epoch 1961
Validation prc-auc = 0.036981
Epoch 1962
Loss = 5.1188e-04, PNorm = 159.9366, GNorm = 0.0287, lr_0 = 9.0295e-04
Validation prc-auc = 0.036481
Epoch 1963
Validation prc-auc = 0.034470
Epoch 1964
Validation prc-auc = 0.033161
Epoch 1965
Validation prc-auc = 0.032811
Epoch 1966
Loss = 6.6356e-02, PNorm = 160.0979, GNorm = 0.0407, lr_0 = 9.0273e-04
Validation prc-auc = 0.030907
Epoch 1967
Validation prc-auc = 0.034685
Epoch 1968
Validation prc-auc = 0.039307
Epoch 1969
Validation prc-auc = 0.039655
Epoch 1970
Validation prc-auc = 0.040962
Epoch 1971
Loss = 2.1695e-02, PNorm = 160.3396, GNorm = 1.3552, lr_0 = 9.0250e-04
Loss = 3.2273e-02, PNorm = 160.3539, GNorm = 2.9412, lr_0 = 9.0249e-04
Validation prc-auc = 0.040834
Epoch 1972
Validation prc-auc = 0.038721
Epoch 1973
Validation prc-auc = 0.037787
Epoch 1974
Validation prc-auc = 0.037446
Epoch 1975
Validation prc-auc = 0.037029
Epoch 1976
Loss = 2.0469e-03, PNorm = 160.5107, GNorm = 0.0991, lr_0 = 9.0228e-04
Validation prc-auc = 0.035793
Epoch 1977
Validation prc-auc = 0.033901
Epoch 1978
Validation prc-auc = 0.032262
Epoch 1979
Validation prc-auc = 0.031272
Epoch 1980
Validation prc-auc = 0.029411
Epoch 1981
Loss = 4.9034e-02, PNorm = 160.7282, GNorm = 0.6221, lr_0 = 9.0204e-04
Validation prc-auc = 0.029100
Epoch 1982
Validation prc-auc = 0.033791
Epoch 1983
Validation prc-auc = 0.037294
Epoch 1984
Validation prc-auc = 0.037787
Epoch 1985
Loss = 8.6876e-02, PNorm = 161.1254, GNorm = 0.6782, lr_0 = 9.0183e-04
Loss = 5.4697e-02, PNorm = 161.1566, GNorm = 1.0773, lr_0 = 9.0181e-04
Validation prc-auc = 0.037476
Epoch 1986
Validation prc-auc = 0.037132
Epoch 1987
Validation prc-auc = 0.036859
Epoch 1988
Validation prc-auc = 0.036881
Epoch 1989
Validation prc-auc = 0.036825
Epoch 1990
Loss = 4.9617e-02, PNorm = 161.4735, GNorm = 1.1447, lr_0 = 9.0159e-04
Loss = 4.8962e-04, PNorm = 161.4858, GNorm = 0.0328, lr_0 = 9.0157e-04
Validation prc-auc = 0.036874
Epoch 1991
Validation prc-auc = 0.036981
Epoch 1992
Validation prc-auc = 0.036911
Epoch 1993
Validation prc-auc = 0.036770
Epoch 1994
Validation prc-auc = 0.036490
Epoch 1995
Loss = 1.6419e-02, PNorm = 161.5918, GNorm = 0.7859, lr_0 = 9.0137e-04
Validation prc-auc = 0.035387
Epoch 1996
Validation prc-auc = 0.035023
Epoch 1997
Validation prc-auc = 0.035100
Epoch 1998
Validation prc-auc = 0.034886
Epoch 1999
Loss = 7.6152e-03, PNorm = 161.6624, GNorm = 0.7997, lr_0 = 9.0114e-04
Validation prc-auc = 0.034279
Model 0 best validation prc-auc = 0.050966 on epoch 1088
Loading pretrained parameter "encoder.encoder.0.cached_zero_vector".
Loading pretrained parameter "encoder.encoder.0.W_i.weight".
Loading pretrained parameter "encoder.encoder.0.W_h.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.bias".
Loading pretrained parameter "ffn.1.weight".
Loading pretrained parameter "ffn.1.bias".
Loading pretrained parameter "ffn.4.weight".
Loading pretrained parameter "ffn.4.bias".
Loading pretrained parameter "ffn.7.weight".
Loading pretrained parameter "ffn.7.bias".
Moving model to cuda
Model 0 test prc-auc = 0.029259
Ensemble test prc-auc = 0.029259
Fold 9
Splitting data with seed 9
Class sizes
sars_cov_two_active 0: 98.39%, 1: 1.61%
Total size = 3,291 | train size = 3,291 | val size = 1,093 | test size = 1,084
With class_balance, effective train size = 106
Building model 0
MoleculeModel(
  (sigmoid): Sigmoid()
  (encoder): MPN(
    (encoder): ModuleList(
      (0): MPNEncoder(
        (dropout_layer): Dropout(p=0.30000000000000004, inplace=False)
        (act_func): ReLU()
        (W_i): Linear(in_features=147, out_features=2000, bias=False)
        (W_h): Linear(in_features=2000, out_features=2000, bias=False)
        (W_o): Linear(in_features=2133, out_features=2000, bias=True)
      )
    )
  )
  (ffn): Sequential(
    (0): Dropout(p=0.30000000000000004, inplace=False)
    (1): Linear(in_features=2000, out_features=2000, bias=True)
    (2): ReLU()
    (3): Dropout(p=0.30000000000000004, inplace=False)
    (4): Linear(in_features=2000, out_features=2000, bias=True)
    (5): ReLU()
    (6): Dropout(p=0.30000000000000004, inplace=False)
    (7): Linear(in_features=2000, out_features=1, bias=True)
  )
)
Number of parameters = 16,568,001
Moving model to cuda
Epoch 0
Validation prc-auc = 0.019593
Epoch 1
Validation prc-auc = 0.011562
Epoch 2
Validation prc-auc = 0.027316
Epoch 3
Validation prc-auc = 0.010453
Epoch 4
Loss = 7.3586e-01, PNorm = 91.3480, GNorm = 3.1796, lr_0 = 2.0385e-04
Loss = 8.4740e-01, PNorm = 91.3508, GNorm = 6.8351, lr_0 = 2.1077e-04
Validation prc-auc = 0.020649
Epoch 5
Validation prc-auc = 0.010198
Epoch 6
Validation prc-auc = 0.016956
Epoch 7
Validation prc-auc = 0.017265
Epoch 8
Validation prc-auc = 0.012697
Epoch 9
Loss = 7.0827e-01, PNorm = 91.3985, GNorm = 1.4717, lr_0 = 3.0077e-04
Validation prc-auc = 0.019187
Epoch 10
Validation prc-auc = 0.025613
Epoch 11
Validation prc-auc = 0.032680
Epoch 12
Validation prc-auc = 0.032702
Epoch 13
Validation prc-auc = 0.031341
Epoch 14
Loss = 6.6639e-01, PNorm = 91.4724, GNorm = 0.8836, lr_0 = 4.0462e-04
Validation prc-auc = 0.028958
Epoch 15
Validation prc-auc = 0.031075
Epoch 16
Validation prc-auc = 0.029122
Epoch 17
Validation prc-auc = 0.022393
Epoch 18
Loss = 6.9768e-01, PNorm = 91.5557, GNorm = 1.4577, lr_0 = 4.9462e-04
Loss = 7.2425e-01, PNorm = 91.5628, GNorm = 3.0286, lr_0 = 5.0154e-04
Validation prc-auc = 0.022069
Epoch 19
Validation prc-auc = 0.028040
Epoch 20
Validation prc-auc = 0.028400
Epoch 21
Validation prc-auc = 0.021692
Epoch 22
Validation prc-auc = 0.021306
Epoch 23
Loss = 6.8357e-01, PNorm = 91.6802, GNorm = 0.8296, lr_0 = 5.9846e-04
Loss = 6.5111e-01, PNorm = 91.6905, GNorm = 2.5741, lr_0 = 6.0538e-04
Validation prc-auc = 0.020797
Epoch 24
Validation prc-auc = 0.022873
Epoch 25
Validation prc-auc = 0.021836
Epoch 26
Validation prc-auc = 0.022484
Epoch 27
Validation prc-auc = 0.019559
Epoch 28
Loss = 7.7503e-01, PNorm = 91.8431, GNorm = 2.6141, lr_0 = 6.9538e-04
Validation prc-auc = 0.022242
Epoch 29
Validation prc-auc = 0.022374
Epoch 30
Validation prc-auc = 0.022395
Epoch 31
Validation prc-auc = 0.022838
Epoch 32
Validation prc-auc = 0.021948
Epoch 33
Loss = 7.5028e-01, PNorm = 92.0308, GNorm = 2.2485, lr_0 = 7.9923e-04
Validation prc-auc = 0.022065
Epoch 34
Validation prc-auc = 0.022620
Epoch 35
Validation prc-auc = 0.051539
Epoch 36
Validation prc-auc = 0.027731
Epoch 37
Loss = 6.7916e-01, PNorm = 92.1973, GNorm = 0.4370, lr_0 = 8.8923e-04
Loss = 6.8168e-01, PNorm = 92.2100, GNorm = 1.0589, lr_0 = 8.9615e-04
Validation prc-auc = 0.018389
Epoch 38
Validation prc-auc = 0.018958
Epoch 39
Validation prc-auc = 0.019421
Epoch 40
Validation prc-auc = 0.019858
Epoch 41
Validation prc-auc = 0.019716
Epoch 42
Loss = 6.3826e-01, PNorm = 92.3716, GNorm = 0.4015, lr_0 = 9.8615e-04
Validation prc-auc = 0.018849
Epoch 43
Validation prc-auc = 0.018074
Epoch 44
Validation prc-auc = 0.019089
Epoch 45
Validation prc-auc = 0.018860
Epoch 46
Validation prc-auc = 0.018338
Epoch 47
Loss = 5.9338e-01, PNorm = 92.6049, GNorm = 0.6179, lr_0 = 9.9977e-04
Validation prc-auc = 0.018775
Epoch 48
Validation prc-auc = 0.020011
Epoch 49
Validation prc-auc = 0.019233
Epoch 50
Validation prc-auc = 0.018481
Epoch 51
Loss = 6.0614e-01, PNorm = 92.8315, GNorm = 0.4724, lr_0 = 9.9954e-04
Loss = 7.5557e-01, PNorm = 92.8457, GNorm = 1.7001, lr_0 = 9.9952e-04
Validation prc-auc = 0.019481
Epoch 52
Validation prc-auc = 0.019892
Epoch 53
Validation prc-auc = 0.024834
Epoch 54
Validation prc-auc = 0.020489
Epoch 55
Validation prc-auc = 0.018792
Epoch 56
Loss = 6.6025e-01, PNorm = 93.0977, GNorm = 0.4211, lr_0 = 9.9927e-04
Loss = 6.5792e-01, PNorm = 93.1158, GNorm = 1.3304, lr_0 = 9.9926e-04
Validation prc-auc = 0.018033
Epoch 57
Validation prc-auc = 0.017280
Epoch 58
Validation prc-auc = 0.017625
Epoch 59
Validation prc-auc = 0.017046
Epoch 60
Validation prc-auc = 0.016864
Epoch 61
Loss = 6.3499e-01, PNorm = 93.3657, GNorm = 1.2264, lr_0 = 9.9903e-04
Validation prc-auc = 0.016629
Epoch 62
Validation prc-auc = 0.017828
Epoch 63
Validation prc-auc = 0.017448
Epoch 64
Validation prc-auc = 0.020483
Epoch 65
Validation prc-auc = 0.021662
Epoch 66
Loss = 5.3237e-01, PNorm = 93.6932, GNorm = 0.8549, lr_0 = 9.9876e-04
Validation prc-auc = 0.020091
Epoch 67
Validation prc-auc = 0.019306
Epoch 68
Validation prc-auc = 0.015562
Epoch 69
Validation prc-auc = 0.018246
Epoch 70
Loss = 7.6960e-01, PNorm = 94.0456, GNorm = 2.1171, lr_0 = 9.9853e-04
Loss = 6.1692e-01, PNorm = 94.0783, GNorm = 1.1834, lr_0 = 9.9851e-04
Validation prc-auc = 0.018949
Epoch 71
Validation prc-auc = 0.020291
Epoch 72
Validation prc-auc = 0.021700
Epoch 73
Validation prc-auc = 0.021753
Epoch 74
Validation prc-auc = 0.021213
Epoch 75
Loss = 4.2476e-01, PNorm = 94.4959, GNorm = 0.6144, lr_0 = 9.9828e-04
Validation prc-auc = 0.019914
Epoch 76
Validation prc-auc = 0.018935
Epoch 77
Validation prc-auc = 0.018425
Epoch 78
Validation prc-auc = 0.018530
Epoch 79
Validation prc-auc = 0.019417
Epoch 80
Loss = 5.5754e-01, PNorm = 94.8730, GNorm = 1.7097, lr_0 = 9.9802e-04
Validation prc-auc = 0.020903
Epoch 81
Validation prc-auc = 0.020473
Epoch 82
Validation prc-auc = 0.019695
Epoch 83
Validation prc-auc = 0.021452
Epoch 84
Loss = 4.7136e-01, PNorm = 95.2234, GNorm = 0.6753, lr_0 = 9.9779e-04
Loss = 5.7734e-01, PNorm = 95.2513, GNorm = 1.8248, lr_0 = 9.9777e-04
Validation prc-auc = 0.022435
Epoch 85
Validation prc-auc = 0.023227
Epoch 86
Validation prc-auc = 0.023409
Epoch 87
Validation prc-auc = 0.024767
Epoch 88
Validation prc-auc = 0.024106
Epoch 89
Loss = 5.5482e-01, PNorm = 95.5959, GNorm = 1.9463, lr_0 = 9.9752e-04
Loss = 6.6835e-01, PNorm = 95.6164, GNorm = 3.3344, lr_0 = 9.9750e-04
Validation prc-auc = 0.023149
Epoch 90
Validation prc-auc = 0.024000
Epoch 91
Validation prc-auc = 0.021772
Epoch 92
Validation prc-auc = 0.022720
Epoch 93
Validation prc-auc = 0.026479
Epoch 94
Loss = 4.8970e-01, PNorm = 95.9202, GNorm = 0.5926, lr_0 = 9.9727e-04
Validation prc-auc = 0.025537
Epoch 95
Validation prc-auc = 0.028950
Epoch 96
Validation prc-auc = 0.025375
Epoch 97
Validation prc-auc = 0.022174
Epoch 98
Validation prc-auc = 0.021565
Epoch 99
Loss = 4.2223e-01, PNorm = 96.2763, GNorm = 1.4255, lr_0 = 9.9701e-04
Validation prc-auc = 0.023294
Epoch 100
Validation prc-auc = 0.021640
Epoch 101
Validation prc-auc = 0.019421
Epoch 102
Validation prc-auc = 0.023717
Epoch 103
Loss = 6.2348e-01, PNorm = 96.6581, GNorm = 2.4095, lr_0 = 9.9678e-04
Loss = 5.5650e-01, PNorm = 96.6867, GNorm = 2.4019, lr_0 = 9.9676e-04
Validation prc-auc = 0.020874
Epoch 104
Validation prc-auc = 0.023338
Epoch 105
Validation prc-auc = 0.023613
Epoch 106
Validation prc-auc = 0.024432
Epoch 107
Validation prc-auc = 0.025872
Epoch 108
Loss = 4.5126e-01, PNorm = 97.1416, GNorm = 1.0564, lr_0 = 9.9651e-04
Validation prc-auc = 0.029431
Epoch 109
Validation prc-auc = 0.025799
Epoch 110
Validation prc-auc = 0.019701
Epoch 111
Validation prc-auc = 0.021584
Epoch 112
Validation prc-auc = 0.021900
Epoch 113
Loss = 4.4432e-01, PNorm = 97.5327, GNorm = 1.5648, lr_0 = 9.9627e-04
Validation prc-auc = 0.021692
Epoch 114
Validation prc-auc = 0.022507
Epoch 115
Validation prc-auc = 0.024524
Epoch 116
Validation prc-auc = 0.026322
Epoch 117
Loss = 3.1136e-01, PNorm = 97.8855, GNorm = 1.4430, lr_0 = 9.9604e-04
Loss = 3.9080e-01, PNorm = 97.9091, GNorm = 1.1046, lr_0 = 9.9602e-04
Validation prc-auc = 0.028038
Epoch 118
Validation prc-auc = 0.028762
Epoch 119
Validation prc-auc = 0.026743
Epoch 120
Validation prc-auc = 0.026202
Epoch 121
Validation prc-auc = 0.025946
Epoch 122
Loss = 2.2243e-01, PNorm = 98.2354, GNorm = 3.1537, lr_0 = 9.9577e-04
Loss = 1.4751e-01, PNorm = 98.2573, GNorm = 4.1518, lr_0 = 9.9575e-04
Validation prc-auc = 0.022223
Epoch 123
Validation prc-auc = 0.019835
Epoch 124
Validation prc-auc = 0.020986
Epoch 125
Validation prc-auc = 0.021079
Epoch 126
Validation prc-auc = 0.023174
Epoch 127
Loss = 3.3634e-01, PNorm = 98.6661, GNorm = 2.7170, lr_0 = 9.9552e-04
Validation prc-auc = 0.023694
Epoch 128
Validation prc-auc = 0.023792
Epoch 129
Validation prc-auc = 0.021778
Epoch 130
Validation prc-auc = 0.023217
Epoch 131
Validation prc-auc = 0.025856
Epoch 132
Loss = 3.2674e-01, PNorm = 99.2444, GNorm = 1.4009, lr_0 = 9.9526e-04
Validation prc-auc = 0.021929
Epoch 133
Validation prc-auc = 0.019216
Epoch 134
Validation prc-auc = 0.020148
Epoch 135
Validation prc-auc = 0.021626
Epoch 136
Loss = 2.4054e-01, PNorm = 99.6543, GNorm = 1.5083, lr_0 = 9.9503e-04
Loss = 4.3833e-01, PNorm = 99.6938, GNorm = 5.3306, lr_0 = 9.9501e-04
Validation prc-auc = 0.023178
Epoch 137
Validation prc-auc = 0.023685
Epoch 138
Validation prc-auc = 0.021404
Epoch 139
Validation prc-auc = 0.022332
Epoch 140
Validation prc-auc = 0.026782
Epoch 141
Loss = 2.1930e-01, PNorm = 100.2517, GNorm = 1.3846, lr_0 = 9.9477e-04
Validation prc-auc = 0.026830
Epoch 142
Validation prc-auc = 0.028134
Epoch 143
Validation prc-auc = 0.030985
Epoch 144
Validation prc-auc = 0.023428
Epoch 145
Validation prc-auc = 0.020985
Epoch 146
Loss = 3.2297e-01, PNorm = 100.7475, GNorm = 1.5646, lr_0 = 9.9452e-04
Validation prc-auc = 0.020841
Epoch 147
Validation prc-auc = 0.019392
Epoch 148
Validation prc-auc = 0.019924
Epoch 149
Validation prc-auc = 0.022114
Epoch 150
Loss = 1.8829e-01, PNorm = 101.3433, GNorm = 0.8211, lr_0 = 9.9429e-04
Loss = 2.1381e-01, PNorm = 101.3826, GNorm = 6.3339, lr_0 = 9.9427e-04
Validation prc-auc = 0.022912
Epoch 151
Validation prc-auc = 0.020243
Epoch 152
Validation prc-auc = 0.018760
Epoch 153
Validation prc-auc = 0.021462
Epoch 154
Validation prc-auc = 0.022983
Epoch 155
Loss = 1.7284e-01, PNorm = 101.8348, GNorm = 3.2405, lr_0 = 9.9403e-04
Loss = 9.6172e-02, PNorm = 101.8649, GNorm = 2.6999, lr_0 = 9.9401e-04
Validation prc-auc = 0.023084
Epoch 156
Validation prc-auc = 0.022250
Epoch 157
Validation prc-auc = 0.021458
Epoch 158
Validation prc-auc = 0.022825
Epoch 159
Validation prc-auc = 0.031524
Epoch 160
Loss = 9.8495e-02, PNorm = 102.1967, GNorm = 1.3857, lr_0 = 9.9378e-04
Validation prc-auc = 0.033039
Epoch 161
Validation prc-auc = 0.029498
Epoch 162
Validation prc-auc = 0.028530
Epoch 163
Validation prc-auc = 0.026586
Epoch 164
Validation prc-auc = 0.027538
Epoch 165
Loss = 1.7021e-01, PNorm = 102.4841, GNorm = 0.8785, lr_0 = 9.9351e-04
Validation prc-auc = 0.027530
Epoch 166
Validation prc-auc = 0.026274
Epoch 167
Validation prc-auc = 0.027009
Epoch 168
Validation prc-auc = 0.027167
Epoch 169
Loss = 1.1294e-01, PNorm = 102.7935, GNorm = 0.8886, lr_0 = 9.9329e-04
Loss = 1.5625e-01, PNorm = 102.8171, GNorm = 2.4183, lr_0 = 9.9327e-04
Validation prc-auc = 0.027475
Epoch 170
Validation prc-auc = 0.026054
Epoch 171
Validation prc-auc = 0.026824
Epoch 172
Validation prc-auc = 0.024104
Epoch 173
Validation prc-auc = 0.024049
Epoch 174
Loss = 1.7003e-01, PNorm = 103.1433, GNorm = 4.8976, lr_0 = 9.9302e-04
Validation prc-auc = 0.032778
Epoch 175
Validation prc-auc = 0.035776
Epoch 176
Validation prc-auc = 0.034943
Epoch 177
Validation prc-auc = 0.031107
Epoch 178
Validation prc-auc = 0.029861
Epoch 179
Loss = 1.2204e-01, PNorm = 103.4156, GNorm = 1.1098, lr_0 = 9.9277e-04
Validation prc-auc = 0.029683
Epoch 180
Validation prc-auc = 0.031360
Epoch 181
Validation prc-auc = 0.029651
Epoch 182
Validation prc-auc = 0.026226
Epoch 183
Loss = 6.4976e-02, PNorm = 103.6885, GNorm = 1.2907, lr_0 = 9.9253e-04
Validation prc-auc = 0.023553
Epoch 184
Validation prc-auc = 0.021912
Epoch 185
Validation prc-auc = 0.020547
Epoch 186
Validation prc-auc = 0.023401
Epoch 187
Validation prc-auc = 0.025331
Epoch 188
Loss = 2.8557e-01, PNorm = 103.9742, GNorm = 6.7458, lr_0 = 9.9228e-04
Loss = 1.7367e-01, PNorm = 103.9969, GNorm = 4.2764, lr_0 = 9.9226e-04
Validation prc-auc = 0.026268
Epoch 189
Validation prc-auc = 0.026398
Epoch 190
Validation prc-auc = 0.027812
Epoch 191
Validation prc-auc = 0.025839
Epoch 192
Validation prc-auc = 0.023793
Epoch 193
Loss = 7.1538e-02, PNorm = 104.3089, GNorm = 1.4767, lr_0 = 9.9204e-04
Validation prc-auc = 0.025822
Epoch 194
Validation prc-auc = 0.027471
Epoch 195
Validation prc-auc = 0.027595
Epoch 196
Validation prc-auc = 0.023782
Epoch 197
Validation prc-auc = 0.025600
Epoch 198
Loss = 1.0022e-01, PNorm = 104.6603, GNorm = 1.8751, lr_0 = 9.9177e-04
Validation prc-auc = 0.027326
Epoch 199
Validation prc-auc = 0.024369
Epoch 200
Validation prc-auc = 0.026671
Epoch 201
Validation prc-auc = 0.030344
Epoch 202
Loss = 2.8703e-01, PNorm = 105.1927, GNorm = 1.6208, lr_0 = 9.9154e-04
Loss = 3.6921e-01, PNorm = 105.2446, GNorm = 3.5953, lr_0 = 9.9153e-04
Validation prc-auc = 0.030534
Epoch 203
Validation prc-auc = 0.027712
Epoch 204
Validation prc-auc = 0.030559
Epoch 205
Validation prc-auc = 0.031376
Epoch 206
Validation prc-auc = 0.031145
Epoch 207
Loss = 2.4451e-01, PNorm = 105.8555, GNorm = 2.3931, lr_0 = 9.9128e-04
Loss = 3.4841e-01, PNorm = 105.8922, GNorm = 7.8060, lr_0 = 9.9126e-04
Validation prc-auc = 0.032959
Epoch 208
Validation prc-auc = 0.033598
Epoch 209
Validation prc-auc = 0.031700
Epoch 210
Validation prc-auc = 0.028458
Epoch 211
Validation prc-auc = 0.026572
Epoch 212
Loss = 1.1704e-01, PNorm = 106.3643, GNorm = 1.2525, lr_0 = 9.9103e-04
Validation prc-auc = 0.024794
Epoch 213
Validation prc-auc = 0.023660
Epoch 214
Validation prc-auc = 0.022896
Epoch 215
Validation prc-auc = 0.022265
Epoch 216
Loss = 2.4992e-01, PNorm = 106.7773, GNorm = 5.9421, lr_0 = 9.9079e-04
Validation prc-auc = 0.022788
Epoch 217
Validation prc-auc = 0.025345
Epoch 218
Validation prc-auc = 0.030525
Epoch 219
Validation prc-auc = 0.038837
Epoch 220
Validation prc-auc = 0.035989
Epoch 221
Loss = 1.1653e-01, PNorm = 107.1527, GNorm = 2.3832, lr_0 = 9.9054e-04
Loss = 1.0255e+00, PNorm = 107.1821, GNorm = 21.7585, lr_0 = 9.9052e-04
Validation prc-auc = 0.033534
Epoch 222
Validation prc-auc = 0.030407
Epoch 223
Validation prc-auc = 0.026867
Epoch 224
Validation prc-auc = 0.028172
Epoch 225
Validation prc-auc = 0.028156
Epoch 226
Loss = 1.7817e-01, PNorm = 107.6326, GNorm = 1.0322, lr_0 = 9.9030e-04
Validation prc-auc = 0.027323
Epoch 227
Validation prc-auc = 0.025380
Epoch 228
Validation prc-auc = 0.025196
Epoch 229
Validation prc-auc = 0.025519
Epoch 230
Validation prc-auc = 0.026041
Epoch 231
Loss = 1.1855e-01, PNorm = 107.9676, GNorm = 1.8309, lr_0 = 9.9003e-04
Validation prc-auc = 0.025964
Epoch 232
Validation prc-auc = 0.025645
Epoch 233
Validation prc-auc = 0.025648
Epoch 234
Validation prc-auc = 0.026095
Epoch 235
Loss = 7.6954e-02, PNorm = 108.1354, GNorm = 0.4057, lr_0 = 9.8980e-04
Loss = 7.7092e-02, PNorm = 108.1492, GNorm = 1.6164, lr_0 = 9.8979e-04
Validation prc-auc = 0.027819
Epoch 236
Validation prc-auc = 0.030614
Epoch 237
Validation prc-auc = 0.034008
Epoch 238
Validation prc-auc = 0.039257
Epoch 239
Validation prc-auc = 0.038635
Epoch 240
Loss = 4.9115e-02, PNorm = 108.3068, GNorm = 0.7022, lr_0 = 9.8954e-04
Loss = 3.0447e-01, PNorm = 108.3178, GNorm = 7.4698, lr_0 = 9.8952e-04
Validation prc-auc = 0.037434
Epoch 241
Validation prc-auc = 0.034193
Epoch 242
Validation prc-auc = 0.031595
Epoch 243
Validation prc-auc = 0.030909
Epoch 244
Validation prc-auc = 0.029207
Epoch 245
Loss = 5.8917e-02, PNorm = 108.4826, GNorm = 1.3459, lr_0 = 9.8930e-04
Validation prc-auc = 0.027610
Epoch 246
Validation prc-auc = 0.027743
Epoch 247
Validation prc-auc = 0.028973
Epoch 248
Validation prc-auc = 0.030293
Epoch 249
Loss = 5.7233e-02, PNorm = 108.7300, GNorm = 0.5727, lr_0 = 9.8905e-04
Validation prc-auc = 0.028406
Epoch 250
Validation prc-auc = 0.026650
Epoch 251
Validation prc-auc = 0.025480
Epoch 252
Validation prc-auc = 0.024341
Epoch 253
Validation prc-auc = 0.025659
Epoch 254
Loss = 3.5059e-01, PNorm = 108.9240, GNorm = 4.0206, lr_0 = 9.8880e-04
Loss = 2.5295e-01, PNorm = 108.9435, GNorm = 8.9076, lr_0 = 9.8879e-04
Validation prc-auc = 0.030548
Epoch 255
Validation prc-auc = 0.030235
Epoch 256
Validation prc-auc = 0.029989
Epoch 257
Validation prc-auc = 0.029181
Epoch 258
Validation prc-auc = 0.030147
Epoch 259
Loss = 1.3854e-01, PNorm = 109.2583, GNorm = 1.2011, lr_0 = 9.8856e-04
Validation prc-auc = 0.031068
Epoch 260
Validation prc-auc = 0.030720
Epoch 261
Validation prc-auc = 0.030358
Epoch 262
Validation prc-auc = 0.033289
Epoch 263
Validation prc-auc = 0.034970
Epoch 264
Loss = 7.9298e-02, PNorm = 109.4983, GNorm = 0.5039, lr_0 = 9.8830e-04
Validation prc-auc = 0.033601
Epoch 265
Validation prc-auc = 0.032367
Epoch 266
Validation prc-auc = 0.030164
Epoch 267
Validation prc-auc = 0.029714
Epoch 268
Loss = 8.8309e-03, PNorm = 109.6351, GNorm = 0.2406, lr_0 = 9.8807e-04
Loss = 5.3072e-04, PNorm = 109.6443, GNorm = 0.0164, lr_0 = 9.8805e-04
Validation prc-auc = 0.029224
Epoch 269
Validation prc-auc = 0.028804
Epoch 270
Validation prc-auc = 0.029015
Epoch 271
Validation prc-auc = 0.028348
Epoch 272
Validation prc-auc = 0.028238
Epoch 273
Loss = 8.6153e-02, PNorm = 109.7478, GNorm = 1.1205, lr_0 = 9.8781e-04
Loss = 9.0014e-03, PNorm = 109.7563, GNorm = 0.3516, lr_0 = 9.8779e-04
Validation prc-auc = 0.027817
Epoch 274
Validation prc-auc = 0.027802
Epoch 275
Validation prc-auc = 0.027203
Epoch 276
Validation prc-auc = 0.029728
Epoch 277
Validation prc-auc = 0.035721
Epoch 278
Loss = 4.6799e-02, PNorm = 109.8897, GNorm = 1.4967, lr_0 = 9.8756e-04
Validation prc-auc = 0.034186
Epoch 279
Validation prc-auc = 0.038794
Epoch 280
Validation prc-auc = 0.040339
Epoch 281
Validation prc-auc = 0.036054
Epoch 282
Validation prc-auc = 0.031014
Epoch 283
Loss = 8.6529e-02, PNorm = 110.1181, GNorm = 0.6705, lr_0 = 9.8730e-04
Validation prc-auc = 0.030208
Epoch 284
Validation prc-auc = 0.028791
Epoch 285
Validation prc-auc = 0.027074
Epoch 286
Validation prc-auc = 0.025539
Epoch 287
Loss = 6.3238e-02, PNorm = 110.4035, GNorm = 0.9242, lr_0 = 9.8707e-04
Loss = 2.0377e-03, PNorm = 110.4273, GNorm = 0.1047, lr_0 = 9.8705e-04
Validation prc-auc = 0.025061
Epoch 288
Validation prc-auc = 0.024709
Epoch 289
Validation prc-auc = 0.026700
Epoch 290
Validation prc-auc = 0.027484
Epoch 291
Validation prc-auc = 0.025790
Epoch 292
Loss = 1.7490e-01, PNorm = 110.7228, GNorm = 1.2562, lr_0 = 9.8683e-04
Validation prc-auc = 0.025060
Epoch 293
Validation prc-auc = 0.025286
Epoch 294
Validation prc-auc = 0.026274
Epoch 295
Validation prc-auc = 0.028600
Epoch 296
Validation prc-auc = 0.029942
Epoch 297
Loss = 1.0138e-01, PNorm = 111.0594, GNorm = 1.9695, lr_0 = 9.8656e-04
Validation prc-auc = 0.028564
Epoch 298
Validation prc-auc = 0.029376
Epoch 299
Validation prc-auc = 0.029905
Epoch 300
Validation prc-auc = 0.028333
Epoch 301
Loss = 3.2988e-02, PNorm = 111.2706, GNorm = 0.8390, lr_0 = 9.8634e-04
Loss = 5.9756e-03, PNorm = 111.2861, GNorm = 0.1240, lr_0 = 9.8632e-04
Validation prc-auc = 0.026558
Epoch 302
Validation prc-auc = 0.026625
Epoch 303
Validation prc-auc = 0.027847
Epoch 304
Validation prc-auc = 0.028161
Epoch 305
Validation prc-auc = 0.028907
Epoch 306
Loss = 5.0947e-02, PNorm = 111.4800, GNorm = 1.1231, lr_0 = 9.8607e-04
Loss = 1.6654e-04, PNorm = 111.4952, GNorm = 0.0061, lr_0 = 9.8606e-04
Validation prc-auc = 0.030909
Epoch 307
Validation prc-auc = 0.030751
Epoch 308
Validation prc-auc = 0.029694
Epoch 309
Validation prc-auc = 0.029325
Epoch 310
Validation prc-auc = 0.027493
Epoch 311
Loss = 3.8550e-02, PNorm = 111.6583, GNorm = 0.6623, lr_0 = 9.8583e-04
Validation prc-auc = 0.026954
Epoch 312
Validation prc-auc = 0.026829
Epoch 313
Validation prc-auc = 0.027432
Epoch 314
Validation prc-auc = 0.027604
Epoch 315
Validation prc-auc = 0.026539
Epoch 316
Loss = 1.9204e-02, PNorm = 111.8112, GNorm = 0.2253, lr_0 = 9.8557e-04
Validation prc-auc = 0.026493
Epoch 317
Validation prc-auc = 0.025762
Epoch 318
Validation prc-auc = 0.024310
Epoch 319
Validation prc-auc = 0.024292
Epoch 320
Loss = 6.5459e-02, PNorm = 111.9316, GNorm = 1.0672, lr_0 = 9.8534e-04
Loss = 1.2618e-02, PNorm = 111.9399, GNorm = 0.3777, lr_0 = 9.8532e-04
Validation prc-auc = 0.023738
Epoch 321
Validation prc-auc = 0.023324
Epoch 322
Validation prc-auc = 0.023126
Epoch 323
Validation prc-auc = 0.024431
Epoch 324
Validation prc-auc = 0.025306
Epoch 325
Loss = 9.1983e-02, PNorm = 112.0368, GNorm = 0.9079, lr_0 = 9.8509e-04
Validation prc-auc = 0.025840
Epoch 326
Validation prc-auc = 0.026015
Epoch 327
Validation prc-auc = 0.025776
Epoch 328
Validation prc-auc = 0.024873
Epoch 329
Validation prc-auc = 0.024449
Epoch 330
Loss = 1.4197e-01, PNorm = 112.1418, GNorm = 2.4036, lr_0 = 9.8483e-04
Validation prc-auc = 0.025690
Epoch 331
Validation prc-auc = 0.028837
Epoch 332
Validation prc-auc = 0.027955
Epoch 333
Validation prc-auc = 0.026904
Epoch 334
Loss = 6.7013e-02, PNorm = 112.2924, GNorm = 0.4880, lr_0 = 9.8461e-04
Loss = 6.1361e-01, PNorm = 112.3059, GNorm = 5.4739, lr_0 = 9.8459e-04
Validation prc-auc = 0.026237
Epoch 335
Validation prc-auc = 0.026055
Epoch 336
Validation prc-auc = 0.025802
Epoch 337
Validation prc-auc = 0.024932
Epoch 338
Validation prc-auc = 0.024001
Epoch 339
Loss = 6.3623e-02, PNorm = 112.5361, GNorm = 0.4272, lr_0 = 9.8434e-04
Loss = 7.1540e-04, PNorm = 112.5581, GNorm = 0.0274, lr_0 = 9.8433e-04
Validation prc-auc = 0.026789
Epoch 340
Validation prc-auc = 0.026883
Epoch 341
Validation prc-auc = 0.025961
Epoch 342
Validation prc-auc = 0.025581
Epoch 343
Validation prc-auc = 0.026894
Epoch 344
Loss = 1.4390e-01, PNorm = 112.8240, GNorm = 1.4750, lr_0 = 9.8410e-04
Validation prc-auc = 0.026651
Epoch 345
Validation prc-auc = 0.025999
Epoch 346
Validation prc-auc = 0.025847
Epoch 347
Validation prc-auc = 0.025851
Epoch 348
Validation prc-auc = 0.026093
Epoch 349
Loss = 2.7981e-02, PNorm = 113.0286, GNorm = 0.4623, lr_0 = 9.8384e-04
Validation prc-auc = 0.026365
Epoch 350
Validation prc-auc = 0.027620
Epoch 351
Validation prc-auc = 0.028650
Epoch 352
Validation prc-auc = 0.029882
Epoch 353
Loss = 2.0821e-02, PNorm = 113.1724, GNorm = 0.2430, lr_0 = 9.8361e-04
Loss = 1.0246e-01, PNorm = 113.1851, GNorm = 4.1366, lr_0 = 9.8359e-04
Validation prc-auc = 0.030176
Epoch 354
Validation prc-auc = 0.028673
Epoch 355
Validation prc-auc = 0.027779
Epoch 356
Validation prc-auc = 0.026981
Epoch 357
Validation prc-auc = 0.026338
Epoch 358
Loss = 7.2485e-02, PNorm = 113.3327, GNorm = 5.1946, lr_0 = 9.8335e-04
Validation prc-auc = 0.025477
Epoch 359
Validation prc-auc = 0.024915
Epoch 360
Validation prc-auc = 0.025294
Epoch 361
Validation prc-auc = 0.024645
Epoch 362
Validation prc-auc = 0.023281
Epoch 363
Loss = 6.0595e-02, PNorm = 113.5223, GNorm = 1.6540, lr_0 = 9.8311e-04
Validation prc-auc = 0.023218
Epoch 364
Validation prc-auc = 0.023183
Epoch 365
Validation prc-auc = 0.022894
Epoch 366
Validation prc-auc = 0.022481
Epoch 367
Loss = 3.6617e-02, PNorm = 113.7514, GNorm = 1.0954, lr_0 = 9.8288e-04
Loss = 4.1744e-01, PNorm = 113.7714, GNorm = 11.3137, lr_0 = 9.8286e-04
Validation prc-auc = 0.021723
Epoch 368
Validation prc-auc = 0.022103
Epoch 369
Validation prc-auc = 0.021006
Epoch 370
Validation prc-auc = 0.020769
Epoch 371
Validation prc-auc = 0.021240
Epoch 372
Loss = 9.8875e-02, PNorm = 114.0276, GNorm = 0.8323, lr_0 = 9.8262e-04
Loss = 1.3708e-01, PNorm = 114.0460, GNorm = 3.0969, lr_0 = 9.8260e-04
Validation prc-auc = 0.021663
Epoch 373
Validation prc-auc = 0.022506
Epoch 374
Validation prc-auc = 0.024602
Epoch 375
Validation prc-auc = 0.026404
Epoch 376
Validation prc-auc = 0.026503
Epoch 377
Loss = 1.0435e-01, PNorm = 114.2787, GNorm = 1.2423, lr_0 = 9.8237e-04
Validation prc-auc = 0.026186
Epoch 378
Validation prc-auc = 0.025744
Epoch 379
Validation prc-auc = 0.025352
Epoch 380
Validation prc-auc = 0.025296
Epoch 381
Validation prc-auc = 0.024673
Epoch 382
Loss = 1.8186e-02, PNorm = 114.4445, GNorm = 0.8058, lr_0 = 9.8211e-04
Validation prc-auc = 0.024127
Epoch 383
Validation prc-auc = 0.023555
Epoch 384
Validation prc-auc = 0.023081
Epoch 385
Validation prc-auc = 0.023467
Epoch 386
Loss = 2.4723e-01, PNorm = 114.5567, GNorm = 2.7292, lr_0 = 9.8189e-04
Loss = 2.0172e-03, PNorm = 114.5640, GNorm = 0.0590, lr_0 = 9.8187e-04
Validation prc-auc = 0.022888
Epoch 387
Validation prc-auc = 0.022592
Epoch 388
Validation prc-auc = 0.022431
Epoch 389
Validation prc-auc = 0.023220
Epoch 390
Validation prc-auc = 0.023483
Epoch 391
Loss = 6.9044e-03, PNorm = 114.6844, GNorm = 0.1781, lr_0 = 9.8163e-04
Validation prc-auc = 0.023831
Epoch 392
Validation prc-auc = 0.024617
Epoch 393
Validation prc-auc = 0.024571
Epoch 394
Validation prc-auc = 0.024156
Epoch 395
Validation prc-auc = 0.024284
Epoch 396
Loss = 8.7769e-02, PNorm = 114.7970, GNorm = 1.1808, lr_0 = 9.8138e-04
Validation prc-auc = 0.024655
Epoch 397
Validation prc-auc = 0.025218
Epoch 398
Validation prc-auc = 0.026013
Epoch 399
Validation prc-auc = 0.026783
Epoch 400
Loss = 1.4124e-02, PNorm = 114.9835, GNorm = 0.4900, lr_0 = 9.8116e-04
Loss = 1.8234e-02, PNorm = 114.9957, GNorm = 0.9000, lr_0 = 9.8114e-04
Validation prc-auc = 0.027571
Epoch 401
Validation prc-auc = 0.026770
Epoch 402
Validation prc-auc = 0.025551
Epoch 403
Validation prc-auc = 0.026826
Epoch 404
Validation prc-auc = 0.029464
Epoch 405
Loss = 2.9418e-01, PNorm = 115.2198, GNorm = 1.9691, lr_0 = 9.8089e-04
Loss = 2.0398e-01, PNorm = 115.2490, GNorm = 7.1764, lr_0 = 9.8088e-04
Validation prc-auc = 0.025928
Epoch 406
Validation prc-auc = 0.029928
Epoch 407
Validation prc-auc = 0.029782
Epoch 408
Validation prc-auc = 0.028714
Epoch 409
Validation prc-auc = 0.029312
Epoch 410
Loss = 1.2363e-01, PNorm = 115.6766, GNorm = 1.1669, lr_0 = 9.8065e-04
Validation prc-auc = 0.029615
Epoch 411
Validation prc-auc = 0.027336
Epoch 412
Validation prc-auc = 0.025248
Epoch 413
Validation prc-auc = 0.024607
Epoch 414
Validation prc-auc = 0.024171
Epoch 415
Loss = 1.3715e-01, PNorm = 115.9660, GNorm = 1.2278, lr_0 = 9.8039e-04
Validation prc-auc = 0.023681
Epoch 416
Validation prc-auc = 0.026694
Epoch 417
Validation prc-auc = 0.024755
Epoch 418
Validation prc-auc = 0.023158
Epoch 419
Loss = 3.2660e-01, PNorm = 116.3347, GNorm = 2.4236, lr_0 = 9.8016e-04
Loss = 2.8007e-02, PNorm = 116.3670, GNorm = 0.9454, lr_0 = 9.8015e-04
Validation prc-auc = 0.024243
Epoch 420
Validation prc-auc = 0.025920
Epoch 421
Validation prc-auc = 0.026876
Epoch 422
Validation prc-auc = 0.026907
Epoch 423
Validation prc-auc = 0.025806
Epoch 424
Loss = 2.0707e-02, PNorm = 116.7588, GNorm = 0.2963, lr_0 = 9.7990e-04
Validation prc-auc = 0.025368
Epoch 425
Validation prc-auc = 0.025286
Epoch 426
Validation prc-auc = 0.025790
Epoch 427
Validation prc-auc = 0.026386
Epoch 428
Validation prc-auc = 0.026962
Epoch 429
Loss = 1.4303e-01, PNorm = 116.9478, GNorm = 1.5112, lr_0 = 9.7966e-04
Validation prc-auc = 0.027911
Epoch 430
Validation prc-auc = 0.027701
Epoch 431
Validation prc-auc = 0.026768
Epoch 432
Validation prc-auc = 0.024485
Epoch 433
Loss = 9.0809e-02, PNorm = 117.1690, GNorm = 1.6819, lr_0 = 9.7942e-04
Validation prc-auc = 0.023138
Epoch 434
Validation prc-auc = 0.021824
Epoch 435
Validation prc-auc = 0.026593
Epoch 436
Validation prc-auc = 0.028982
Epoch 437
Validation prc-auc = 0.031526
Epoch 438
Loss = 6.7464e-02, PNorm = 117.4808, GNorm = 1.1032, lr_0 = 9.7917e-04
Loss = 3.2533e-03, PNorm = 117.5012, GNorm = 0.1237, lr_0 = 9.7916e-04
Validation prc-auc = 0.031445
Epoch 439
Validation prc-auc = 0.031340
Epoch 440
Validation prc-auc = 0.030711
Epoch 441
Validation prc-auc = 0.028424
Epoch 442
Validation prc-auc = 0.027937
Epoch 443
Loss = 5.5434e-02, PNorm = 117.7072, GNorm = 0.8559, lr_0 = 9.7893e-04
Validation prc-auc = 0.027952
Epoch 444
Validation prc-auc = 0.027734
Epoch 445
Validation prc-auc = 0.027223
Epoch 446
Validation prc-auc = 0.026797
Epoch 447
Validation prc-auc = 0.026533
Epoch 448
Loss = 8.0900e-03, PNorm = 117.8219, GNorm = 0.1540, lr_0 = 9.7867e-04
Validation prc-auc = 0.025869
Epoch 449
Validation prc-auc = 0.025581
Epoch 450
Validation prc-auc = 0.025287
Epoch 451
Validation prc-auc = 0.025385
Epoch 452
Loss = 2.9419e-02, PNorm = 117.8954, GNorm = 1.5008, lr_0 = 9.7845e-04
Loss = 1.7202e-02, PNorm = 117.9005, GNorm = 0.4050, lr_0 = 9.7843e-04
Validation prc-auc = 0.025597
Epoch 453
Validation prc-auc = 0.025767
Epoch 454
Validation prc-auc = 0.026214
Epoch 455
Validation prc-auc = 0.026578
Epoch 456
Validation prc-auc = 0.026734
Epoch 457
Loss = 6.8499e-03, PNorm = 117.9629, GNorm = 0.1696, lr_0 = 9.7819e-04
Loss = 5.7111e-03, PNorm = 117.9668, GNorm = 0.1424, lr_0 = 9.7817e-04
Validation prc-auc = 0.026861
Epoch 458
Validation prc-auc = 0.027695
Epoch 459
Validation prc-auc = 0.029350
Epoch 460
Validation prc-auc = 0.030370
Epoch 461
Validation prc-auc = 0.030586
Epoch 462
Loss = 1.5949e-03, PNorm = 118.0250, GNorm = 0.0320, lr_0 = 9.7794e-04
Validation prc-auc = 0.030454
Epoch 463
Validation prc-auc = 0.029134
Epoch 464
Validation prc-auc = 0.029731
Epoch 465
Validation prc-auc = 0.029586
Epoch 466
Loss = 7.4533e-02, PNorm = 118.1491, GNorm = 0.9923, lr_0 = 9.7770e-04
Validation prc-auc = 0.028720
Epoch 467
Validation prc-auc = 0.027660
Epoch 468
Validation prc-auc = 0.026507
Epoch 469
Validation prc-auc = 0.025210
Epoch 470
Validation prc-auc = 0.023836
Epoch 471
Loss = 1.7715e-01, PNorm = 118.3192, GNorm = 1.3172, lr_0 = 9.7746e-04
Loss = 1.0121e-02, PNorm = 118.3302, GNorm = 0.2164, lr_0 = 9.7744e-04
Validation prc-auc = 0.022753
Epoch 472
Validation prc-auc = 0.022233
Epoch 473
Validation prc-auc = 0.021813
Epoch 474
Validation prc-auc = 0.021629
Epoch 475
Validation prc-auc = 0.021687
Epoch 476
Loss = 2.7245e-02, PNorm = 118.4669, GNorm = 0.3731, lr_0 = 9.7721e-04
Validation prc-auc = 0.021643
Epoch 477
Validation prc-auc = 0.021864
Epoch 478
Validation prc-auc = 0.022211
Epoch 479
Validation prc-auc = 0.022535
Epoch 480
Validation prc-auc = 0.022674
Epoch 481
Loss = 9.5542e-03, PNorm = 118.6319, GNorm = 0.3905, lr_0 = 9.7695e-04
Validation prc-auc = 0.022764
Epoch 482
Validation prc-auc = 0.023620
Epoch 483
Validation prc-auc = 0.027245
Epoch 484
Validation prc-auc = 0.031838
Epoch 485
Loss = 2.8413e-01, PNorm = 118.8437, GNorm = 1.2242, lr_0 = 9.7673e-04
Loss = 1.5416e-02, PNorm = 118.8842, GNorm = 0.2890, lr_0 = 9.7671e-04
Validation prc-auc = 0.030528
Epoch 486
Validation prc-auc = 0.033115
Epoch 487
Validation prc-auc = 0.036311
Epoch 488
Validation prc-auc = 0.035280
Epoch 489
Validation prc-auc = 0.030603
Epoch 490
Loss = 1.8354e-01, PNorm = 119.3688, GNorm = 1.2804, lr_0 = 9.7647e-04
Loss = 1.0927e-01, PNorm = 119.3996, GNorm = 1.9209, lr_0 = 9.7645e-04
Validation prc-auc = 0.029090
Epoch 491
Validation prc-auc = 0.031281
Epoch 492
Validation prc-auc = 0.032580
Epoch 493
Validation prc-auc = 0.032098
Epoch 494
Validation prc-auc = 0.030672
Epoch 495
Loss = 9.9882e-02, PNorm = 119.7442, GNorm = 0.8877, lr_0 = 9.7623e-04
Validation prc-auc = 0.031006
Epoch 496
Validation prc-auc = 0.031446
Epoch 497
Validation prc-auc = 0.030916
Epoch 498
Validation prc-auc = 0.029393
Epoch 499
Loss = 1.6957e-01, PNorm = 120.0963, GNorm = 4.1456, lr_0 = 9.7599e-04
Validation prc-auc = 0.029493
Epoch 500
Validation prc-auc = 0.029292
Epoch 501
Validation prc-auc = 0.028563
Epoch 502
Validation prc-auc = 0.027285
Epoch 503
Validation prc-auc = 0.026642
Epoch 504
Loss = 1.0329e-01, PNorm = 120.3524, GNorm = 1.5151, lr_0 = 9.7574e-04
Loss = 9.0382e-02, PNorm = 120.3720, GNorm = 1.8115, lr_0 = 9.7573e-04
Validation prc-auc = 0.026900
Epoch 505
Validation prc-auc = 0.027994
Epoch 506
Validation prc-auc = 0.028049
Epoch 507
Validation prc-auc = 0.028048
Epoch 508
Validation prc-auc = 0.027694
Epoch 509
Loss = 2.2669e-02, PNorm = 120.5982, GNorm = 1.4421, lr_0 = 9.7550e-04
Validation prc-auc = 0.027069
Epoch 510
Validation prc-auc = 0.026720
Epoch 511
Validation prc-auc = 0.025289
Epoch 512
Validation prc-auc = 0.021632
Epoch 513
Validation prc-auc = 0.018640
Epoch 514
Loss = 3.5637e-02, PNorm = 120.7804, GNorm = 0.9813, lr_0 = 9.7524e-04
Validation prc-auc = 0.017720
Epoch 515
Validation prc-auc = 0.019483
Epoch 516
Validation prc-auc = 0.021436
Epoch 517
Validation prc-auc = 0.022846
Epoch 518
Loss = 2.5473e-02, PNorm = 121.0247, GNorm = 0.4045, lr_0 = 9.7502e-04
Loss = 2.0749e-02, PNorm = 121.0426, GNorm = 0.4040, lr_0 = 9.7500e-04
Validation prc-auc = 0.023917
Epoch 519
Validation prc-auc = 0.024660
Epoch 520
Validation prc-auc = 0.025406
Epoch 521
Validation prc-auc = 0.024859
Epoch 522
Validation prc-auc = 0.023963
Epoch 523
Loss = 4.7280e-02, PNorm = 121.2236, GNorm = 1.3832, lr_0 = 9.7476e-04
Loss = 7.6746e-02, PNorm = 121.2371, GNorm = 4.2259, lr_0 = 9.7474e-04
Validation prc-auc = 0.021914
Epoch 524
Validation prc-auc = 0.020380
Epoch 525
Validation prc-auc = 0.019951
Epoch 526
Validation prc-auc = 0.018932
Epoch 527
Validation prc-auc = 0.018308
Epoch 528
Loss = 5.8607e-02, PNorm = 121.4556, GNorm = 0.6293, lr_0 = 9.7452e-04
Validation prc-auc = 0.018025
Epoch 529
Validation prc-auc = 0.018681
Epoch 530
Validation prc-auc = 0.020031
Epoch 531
Validation prc-auc = 0.022033
Epoch 532
Validation prc-auc = 0.023220
Epoch 533
Loss = 1.1753e-01, PNorm = 121.9073, GNorm = 1.0112, lr_0 = 9.7426e-04
Validation prc-auc = 0.024168
Epoch 534
Validation prc-auc = 0.023855
Epoch 535
Validation prc-auc = 0.023577
Epoch 536
Validation prc-auc = 0.024121
Epoch 537
Loss = 1.0446e-01, PNorm = 122.2872, GNorm = 2.5324, lr_0 = 9.7403e-04
Loss = 5.8302e-02, PNorm = 122.3143, GNorm = 1.3543, lr_0 = 9.7401e-04
Validation prc-auc = 0.024176
Epoch 538
Validation prc-auc = 0.024021
Epoch 539
Validation prc-auc = 0.023175
Epoch 540
Validation prc-auc = 0.023566
Epoch 541
Validation prc-auc = 0.024651
Epoch 542
Loss = 9.3235e-02, PNorm = 122.6429, GNorm = 1.6160, lr_0 = 9.7379e-04
Validation prc-auc = 0.025412
Epoch 543
Validation prc-auc = 0.023536
Epoch 544
Validation prc-auc = 0.022217
Epoch 545
Validation prc-auc = 0.024183
Epoch 546
Validation prc-auc = 0.026379
Epoch 547
Loss = 1.9310e-02, PNorm = 123.0444, GNorm = 0.4034, lr_0 = 9.7353e-04
Validation prc-auc = 0.027070
Epoch 548
Validation prc-auc = 0.027683
Epoch 549
Validation prc-auc = 0.029262
Epoch 550
Validation prc-auc = 0.029323
Epoch 551
Loss = 1.0563e-01, PNorm = 123.2604, GNorm = 1.8885, lr_0 = 9.7331e-04
Loss = 5.0455e-02, PNorm = 123.2723, GNorm = 3.3125, lr_0 = 9.7329e-04
Validation prc-auc = 0.029299
Epoch 552
Validation prc-auc = 0.028846
Epoch 553
Validation prc-auc = 0.029902
Epoch 554
Validation prc-auc = 0.028599
Epoch 555
Validation prc-auc = 0.025560
Epoch 556
Loss = 4.2362e-02, PNorm = 123.4669, GNorm = 0.4368, lr_0 = 9.7305e-04
Loss = 1.5768e-03, PNorm = 123.4824, GNorm = 0.0821, lr_0 = 9.7303e-04
Validation prc-auc = 0.024203
Epoch 557
Validation prc-auc = 0.023326
Epoch 558
Validation prc-auc = 0.023119
Epoch 559
Validation prc-auc = 0.023292
Epoch 560
Validation prc-auc = 0.023147
Epoch 561
Loss = 1.6838e-01, PNorm = 123.6306, GNorm = 1.1496, lr_0 = 9.7281e-04
Validation prc-auc = 0.023660
Epoch 562
Validation prc-auc = 0.024276
Epoch 563
Validation prc-auc = 0.024667
Epoch 564
Validation prc-auc = 0.025101
Epoch 565
Validation prc-auc = 0.025764
Epoch 566
Loss = 3.5289e-02, PNorm = 123.7712, GNorm = 0.7432, lr_0 = 9.7255e-04
Validation prc-auc = 0.025208
Epoch 567
Validation prc-auc = 0.024765
Epoch 568
Validation prc-auc = 0.023909
Epoch 569
Validation prc-auc = 0.024578
Epoch 570
Loss = 5.3414e-02, PNorm = 123.9089, GNorm = 1.1557, lr_0 = 9.7232e-04
Loss = 3.5741e-03, PNorm = 123.9232, GNorm = 0.2436, lr_0 = 9.7231e-04
Validation prc-auc = 0.025562
Epoch 571
Validation prc-auc = 0.026238
Epoch 572
Validation prc-auc = 0.026572
Epoch 573
Validation prc-auc = 0.026466
Epoch 574
Validation prc-auc = 0.026292
Epoch 575
Loss = 4.2214e-02, PNorm = 124.1110, GNorm = 0.7741, lr_0 = 9.7208e-04
Validation prc-auc = 0.025853
Epoch 576
Validation prc-auc = 0.026362
Epoch 577
Validation prc-auc = 0.027224
Epoch 578
Validation prc-auc = 0.027512
Epoch 579
Validation prc-auc = 0.027461
Epoch 580
Loss = 1.7124e-01, PNorm = 124.3228, GNorm = 1.1553, lr_0 = 9.7182e-04
Validation prc-auc = 0.027769
Epoch 581
Validation prc-auc = 0.026913
Epoch 582
Validation prc-auc = 0.025781
Epoch 583
Validation prc-auc = 0.024884
Epoch 584
Loss = 2.2963e-02, PNorm = 124.4767, GNorm = 1.1965, lr_0 = 9.7160e-04
Loss = 3.5203e-02, PNorm = 124.4853, GNorm = 1.8812, lr_0 = 9.7158e-04
Validation prc-auc = 0.024270
Epoch 585
Validation prc-auc = 0.024190
Epoch 586
Validation prc-auc = 0.023975
Epoch 587
Validation prc-auc = 0.023915
Epoch 588
Validation prc-auc = 0.023454
Epoch 589
Loss = 5.9028e-03, PNorm = 124.5954, GNorm = 0.7927, lr_0 = 9.7134e-04
Loss = 2.0598e-03, PNorm = 124.6014, GNorm = 0.0967, lr_0 = 9.7132e-04
Validation prc-auc = 0.022969
Epoch 590
Validation prc-auc = 0.022602
Epoch 591
Validation prc-auc = 0.022629
Epoch 592
Validation prc-auc = 0.022824
Epoch 593
Validation prc-auc = 0.023699
Epoch 594
Loss = 1.2974e-02, PNorm = 124.6760, GNorm = 1.2318, lr_0 = 9.7110e-04
Validation prc-auc = 0.024476
Epoch 595
Validation prc-auc = 0.025900
Epoch 596
Validation prc-auc = 0.028784
Epoch 597
Validation prc-auc = 0.029593
Epoch 598
Validation prc-auc = 0.029568
Epoch 599
Loss = 3.8295e-03, PNorm = 124.7953, GNorm = 0.0928, lr_0 = 9.7084e-04
Validation prc-auc = 0.029529
Epoch 600
Validation prc-auc = 0.029437
Epoch 601
Validation prc-auc = 0.028680
Epoch 602
Validation prc-auc = 0.027525
Epoch 603
Loss = 2.0458e-02, PNorm = 124.9031, GNorm = 0.5888, lr_0 = 9.7062e-04
Loss = 3.8279e-01, PNorm = 124.9085, GNorm = 6.7348, lr_0 = 9.7060e-04
Validation prc-auc = 0.025891
Epoch 604
Validation prc-auc = 0.022564
Epoch 605
Validation prc-auc = 0.020435
Epoch 606
Validation prc-auc = 0.021583
Epoch 607
Validation prc-auc = 0.022979
Epoch 608
Loss = 1.5957e-01, PNorm = 125.0485, GNorm = 1.7553, lr_0 = 9.7036e-04
Validation prc-auc = 0.023901
Epoch 609
Validation prc-auc = 0.025036
Epoch 610
Validation prc-auc = 0.025430
Epoch 611
Validation prc-auc = 0.025251
Epoch 612
Validation prc-auc = 0.025229
Epoch 613
Loss = 1.1661e-01, PNorm = 125.1612, GNorm = 0.8373, lr_0 = 9.7012e-04
Validation prc-auc = 0.025256
Epoch 614
Validation prc-auc = 0.025243
Epoch 615
Validation prc-auc = 0.025286
Epoch 616
Validation prc-auc = 0.024619
Epoch 617
Loss = 2.3432e-02, PNorm = 125.2231, GNorm = 0.4887, lr_0 = 9.6990e-04
Loss = 2.5682e-02, PNorm = 125.2316, GNorm = 0.9129, lr_0 = 9.6988e-04
Validation prc-auc = 0.023411
Epoch 618
Validation prc-auc = 0.022779
Epoch 619
Validation prc-auc = 0.022799
Epoch 620
Validation prc-auc = 0.023131
Epoch 621
Validation prc-auc = 0.023878
Epoch 622
Loss = 2.0368e-02, PNorm = 125.3569, GNorm = 0.1456, lr_0 = 9.6964e-04
Loss = 1.0392e-02, PNorm = 125.3669, GNorm = 0.4251, lr_0 = 9.6962e-04
Validation prc-auc = 0.024584
Epoch 623
Validation prc-auc = 0.025225
Epoch 624
Validation prc-auc = 0.025393
Epoch 625
Validation prc-auc = 0.025686
Epoch 626
Validation prc-auc = 0.026159
Epoch 627
Loss = 3.6262e-02, PNorm = 125.4689, GNorm = 0.5678, lr_0 = 9.6940e-04
Validation prc-auc = 0.026577
Epoch 628
Validation prc-auc = 0.026595
Epoch 629
Validation prc-auc = 0.027053
Epoch 630
Validation prc-auc = 0.026813
Epoch 631
Validation prc-auc = 0.026492
Epoch 632
Loss = 2.4209e-01, PNorm = 125.6507, GNorm = 4.0516, lr_0 = 9.6914e-04
Validation prc-auc = 0.025773
Epoch 633
Validation prc-auc = 0.025948
Epoch 634
Validation prc-auc = 0.025903
Epoch 635
Validation prc-auc = 0.025650
Epoch 636
Loss = 6.9896e-02, PNorm = 125.8448, GNorm = 1.4931, lr_0 = 9.6892e-04
Loss = 1.0346e-02, PNorm = 125.8582, GNorm = 0.2571, lr_0 = 9.6890e-04
Validation prc-auc = 0.025748
Epoch 637
Validation prc-auc = 0.026628
Epoch 638
Validation prc-auc = 0.027155
Epoch 639
Validation prc-auc = 0.027484
Epoch 640
Validation prc-auc = 0.027413
Epoch 641
Loss = 3.3536e-02, PNorm = 126.0075, GNorm = 0.4987, lr_0 = 9.6866e-04
Validation prc-auc = 0.027666
Epoch 642
Validation prc-auc = 0.027905
Epoch 643
Validation prc-auc = 0.028060
Epoch 644
Validation prc-auc = 0.028141
Epoch 645
Validation prc-auc = 0.028195
Epoch 646
Loss = 2.8557e-03, PNorm = 126.0925, GNorm = 0.0714, lr_0 = 9.6842e-04
Validation prc-auc = 0.028273
Epoch 647
Validation prc-auc = 0.028065
Epoch 648
Validation prc-auc = 0.028018
Epoch 649
Validation prc-auc = 0.027809
Epoch 650
Loss = 7.5475e-03, PNorm = 126.1465, GNorm = 0.1226, lr_0 = 9.6820e-04
Loss = 6.9733e-03, PNorm = 126.1498, GNorm = 0.2975, lr_0 = 9.6818e-04
Validation prc-auc = 0.027990
Epoch 651
Validation prc-auc = 0.027851
Epoch 652
Validation prc-auc = 0.027758
Epoch 653
Validation prc-auc = 0.027529
Epoch 654
Validation prc-auc = 0.027394
Epoch 655
Loss = 4.8596e-03, PNorm = 126.1770, GNorm = 0.1434, lr_0 = 9.6794e-04
Loss = 5.4709e-05, PNorm = 126.1786, GNorm = 0.0038, lr_0 = 9.6792e-04
Validation prc-auc = 0.027344
Epoch 656
Validation prc-auc = 0.027332
Epoch 657
Validation prc-auc = 0.026977
Epoch 658
Validation prc-auc = 0.026527
Epoch 659
Validation prc-auc = 0.026363
Epoch 660
Loss = 2.2250e-02, PNorm = 126.1968, GNorm = 0.9871, lr_0 = 9.6770e-04
Validation prc-auc = 0.026327
Epoch 661
Validation prc-auc = 0.026514
Epoch 662
Validation prc-auc = 0.026460
Epoch 663
Validation prc-auc = 0.027656
Epoch 664
Validation prc-auc = 0.029435
Epoch 665
Loss = 3.9231e-02, PNorm = 126.2366, GNorm = 1.4736, lr_0 = 9.6744e-04
Validation prc-auc = 0.030103
Epoch 666
Validation prc-auc = 0.030213
Epoch 667
Validation prc-auc = 0.030055
Epoch 668
Validation prc-auc = 0.029154
Epoch 669
Loss = 1.5965e-01, PNorm = 126.3976, GNorm = 1.7805, lr_0 = 9.6722e-04
Loss = 1.3059e-03, PNorm = 126.4046, GNorm = 0.0402, lr_0 = 9.6720e-04
Validation prc-auc = 0.027967
Epoch 670
Validation prc-auc = 0.027810
Epoch 671
Validation prc-auc = 0.027724
Epoch 672
Validation prc-auc = 0.027460
Epoch 673
Validation prc-auc = 0.027233
Epoch 674
Loss = 2.6286e-02, PNorm = 126.4966, GNorm = 1.4334, lr_0 = 9.6696e-04
Validation prc-auc = 0.027409
Epoch 675
Validation prc-auc = 0.027764
Epoch 676
Validation prc-auc = 0.028168
Epoch 677
Validation prc-auc = 0.028539
Epoch 678
Validation prc-auc = 0.029407
Epoch 679
Loss = 5.2338e-02, PNorm = 126.5650, GNorm = 0.6489, lr_0 = 9.6672e-04
Validation prc-auc = 0.029907
Epoch 680
Validation prc-auc = 0.029900
Epoch 681
Validation prc-auc = 0.029567
Epoch 682
Validation prc-auc = 0.029133
Epoch 683
Loss = 2.4811e-02, PNorm = 126.6117, GNorm = 0.1331, lr_0 = 9.6648e-04
Validation prc-auc = 0.028470
Epoch 684
Validation prc-auc = 0.027906
Epoch 685
Validation prc-auc = 0.026981
Epoch 686
Validation prc-auc = 0.026599
Epoch 687
Validation prc-auc = 0.026249
Epoch 688
Loss = 3.1577e-02, PNorm = 126.6802, GNorm = 0.0387, lr_0 = 9.6624e-04
Loss = 2.6015e-03, PNorm = 126.6837, GNorm = 0.2547, lr_0 = 9.6622e-04
Validation prc-auc = 0.027094
Epoch 689
Validation prc-auc = 0.028053
Epoch 690
Validation prc-auc = 0.027986
Epoch 691
Validation prc-auc = 0.027399
Epoch 692
Validation prc-auc = 0.027978
Epoch 693
Loss = 3.3721e-03, PNorm = 126.7312, GNorm = 0.1255, lr_0 = 9.6600e-04
Validation prc-auc = 0.028830
Epoch 694
Validation prc-auc = 0.029282
Epoch 695
Validation prc-auc = 0.029900
Epoch 696
Validation prc-auc = 0.030478
Epoch 697
Validation prc-auc = 0.030495
Epoch 698
Loss = 6.1204e-03, PNorm = 126.8367, GNorm = 0.5546, lr_0 = 9.6574e-04
Validation prc-auc = 0.030211
Epoch 699
Validation prc-auc = 0.029821
Epoch 700
Validation prc-auc = 0.029586
Epoch 701
Validation prc-auc = 0.029298
Epoch 702
Loss = 1.8044e-01, PNorm = 126.9308, GNorm = 2.2185, lr_0 = 9.6552e-04
Loss = 5.4712e-03, PNorm = 126.9351, GNorm = 0.3249, lr_0 = 9.6550e-04
Validation prc-auc = 0.029078
Epoch 703
Validation prc-auc = 0.029022
Epoch 704
Validation prc-auc = 0.029574
Epoch 705
Validation prc-auc = 0.029939
Epoch 706
Validation prc-auc = 0.030454
Epoch 707
Loss = 8.6356e-03, PNorm = 127.0353, GNorm = 0.0839, lr_0 = 9.6526e-04
Loss = 2.5551e-03, PNorm = 127.0431, GNorm = 0.0781, lr_0 = 9.6525e-04
Validation prc-auc = 0.030874
Epoch 708
Validation prc-auc = 0.031073
Epoch 709
Validation prc-auc = 0.031135
Epoch 710
Validation prc-auc = 0.030889
Epoch 711
Validation prc-auc = 0.030439
Epoch 712
Loss = 4.7757e-03, PNorm = 127.1027, GNorm = 0.3269, lr_0 = 9.6502e-04
Validation prc-auc = 0.029963
Epoch 713
Validation prc-auc = 0.029820
Epoch 714
Validation prc-auc = 0.029791
Epoch 715
Validation prc-auc = 0.029297
Epoch 716
Loss = 6.2397e-03, PNorm = 127.1538, GNorm = 0.0236, lr_0 = 9.6479e-04
Validation prc-auc = 0.029040
Epoch 717
Validation prc-auc = 0.029032
Epoch 718
Validation prc-auc = 0.029839
Epoch 719
Validation prc-auc = 0.029751
Epoch 720
Validation prc-auc = 0.029616
Epoch 721
Loss = 2.2840e-03, PNorm = 127.2204, GNorm = 0.0089, lr_0 = 9.6455e-04
Loss = 1.1002e-04, PNorm = 127.2254, GNorm = 0.0058, lr_0 = 9.6453e-04
Validation prc-auc = 0.029754
Epoch 722
Validation prc-auc = 0.029405
Epoch 723
Validation prc-auc = 0.029295
Epoch 724
Validation prc-auc = 0.029002
Epoch 725
Validation prc-auc = 0.029285
Epoch 726
Loss = 1.7315e-03, PNorm = 127.2554, GNorm = 0.0450, lr_0 = 9.6431e-04
Validation prc-auc = 0.029414
Epoch 727
Validation prc-auc = 0.029507
Epoch 728
Validation prc-auc = 0.029630
Epoch 729
Validation prc-auc = 0.029499
Epoch 730
Validation prc-auc = 0.029468
Epoch 731
Loss = 2.0888e-03, PNorm = 127.2899, GNorm = 0.0929, lr_0 = 9.6405e-04
Validation prc-auc = 0.029340
Epoch 732
Validation prc-auc = 0.028747
Epoch 733
Validation prc-auc = 0.028341
Epoch 734
Validation prc-auc = 0.028006
Epoch 735
Loss = 8.6913e-02, PNorm = 127.3136, GNorm = 0.9720, lr_0 = 9.6383e-04
Loss = 2.3075e-02, PNorm = 127.3160, GNorm = 0.7363, lr_0 = 9.6381e-04
Validation prc-auc = 0.027460
Epoch 736
Validation prc-auc = 0.027178
Epoch 737
Validation prc-auc = 0.026924
Epoch 738
Validation prc-auc = 0.027041
Epoch 739
Validation prc-auc = 0.026983
Epoch 740
Loss = 1.7180e-03, PNorm = 127.3725, GNorm = 0.0199, lr_0 = 9.6357e-04
Loss = 1.5414e-03, PNorm = 127.3769, GNorm = 0.0662, lr_0 = 9.6355e-04
Validation prc-auc = 0.026958
Epoch 741
Validation prc-auc = 0.027128
Epoch 742
Validation prc-auc = 0.027039
Epoch 743
Validation prc-auc = 0.027723
Epoch 744
Validation prc-auc = 0.028081
Epoch 745
Loss = 1.7921e-03, PNorm = 127.4206, GNorm = 0.0337, lr_0 = 9.6333e-04
Validation prc-auc = 0.027547
Epoch 746
Validation prc-auc = 0.024746
Epoch 747
Validation prc-auc = 0.023019
Epoch 748
Validation prc-auc = 0.022974
Epoch 749
Loss = 2.3168e-02, PNorm = 127.6235, GNorm = 0.0151, lr_0 = 9.6309e-04
Validation prc-auc = 0.023414
Epoch 750
Validation prc-auc = 0.023380
Epoch 751
Validation prc-auc = 0.023301
Epoch 752
Validation prc-auc = 0.022439
Epoch 753
Validation prc-auc = 0.021141
Epoch 754
Loss = 3.4239e-02, PNorm = 127.8842, GNorm = 0.4628, lr_0 = 9.6285e-04
Loss = 7.1221e-03, PNorm = 127.9015, GNorm = 0.2595, lr_0 = 9.6284e-04
Validation prc-auc = 0.020839
Epoch 755
Validation prc-auc = 0.021197
Epoch 756
Validation prc-auc = 0.021958
Epoch 757
Validation prc-auc = 0.022308
Epoch 758
Validation prc-auc = 0.022074
Epoch 759
Loss = 4.8624e-02, PNorm = 128.0434, GNorm = 0.6192, lr_0 = 9.6262e-04
Validation prc-auc = 0.022381
Epoch 760
Validation prc-auc = 0.022807
Epoch 761
Validation prc-auc = 0.022917
Epoch 762
Validation prc-auc = 0.023229
Epoch 763
Validation prc-auc = 0.023215
Epoch 764
Loss = 4.4972e-02, PNorm = 128.2311, GNorm = 1.0003, lr_0 = 9.6236e-04
Validation prc-auc = 0.023119
Epoch 765
Validation prc-auc = 0.023270
Epoch 766
Validation prc-auc = 0.023753
Epoch 767
Validation prc-auc = 0.023873
Epoch 768
Loss = 8.2470e-03, PNorm = 128.3567, GNorm = 0.6589, lr_0 = 9.6214e-04
Loss = 1.2219e-04, PNorm = 128.3664, GNorm = 0.0065, lr_0 = 9.6212e-04
Validation prc-auc = 0.023937
Epoch 769
Validation prc-auc = 0.023982
Epoch 770
Validation prc-auc = 0.024045
Epoch 771
Validation prc-auc = 0.023666
Epoch 772
Validation prc-auc = 0.023591
Epoch 773
Loss = 3.9836e-03, PNorm = 128.4503, GNorm = 0.2489, lr_0 = 9.6188e-04
Loss = 8.0813e-05, PNorm = 128.4544, GNorm = 0.0040, lr_0 = 9.6186e-04
Validation prc-auc = 0.023603
Epoch 774
Validation prc-auc = 0.024170
Epoch 775
Validation prc-auc = 0.024869
Epoch 776
Validation prc-auc = 0.025464
Epoch 777
Validation prc-auc = 0.026047
Epoch 778
Loss = 2.4675e-03, PNorm = 128.5125, GNorm = 0.0683, lr_0 = 9.6164e-04
Validation prc-auc = 0.026812
Epoch 779
Validation prc-auc = 0.027345
Epoch 780
Validation prc-auc = 0.027125
Epoch 781
Validation prc-auc = 0.026820
Epoch 782
Validation prc-auc = 0.026196
Epoch 783
Loss = 5.1699e-02, PNorm = 128.5886, GNorm = 3.0942, lr_0 = 9.6139e-04
Validation prc-auc = 0.026530
Epoch 784
Validation prc-auc = 0.028270
Epoch 785
Validation prc-auc = 0.028359
Epoch 786
Validation prc-auc = 0.027449
Epoch 787
Loss = 7.5980e-03, PNorm = 128.7153, GNorm = 0.4489, lr_0 = 9.6117e-04
Loss = 7.1893e-05, PNorm = 128.7309, GNorm = 0.0039, lr_0 = 9.6115e-04
Validation prc-auc = 0.025892
Epoch 788
Validation prc-auc = 0.025583
Epoch 789
Validation prc-auc = 0.025407
Epoch 790
Validation prc-auc = 0.024917
Epoch 791
Validation prc-auc = 0.025228
Epoch 792
Loss = 1.5094e-01, PNorm = 128.9751, GNorm = 1.5393, lr_0 = 9.6093e-04
Validation prc-auc = 0.025180
Epoch 793
Validation prc-auc = 0.025196
Epoch 794
Validation prc-auc = 0.026717
Epoch 795
Validation prc-auc = 0.028795
Epoch 796
Validation prc-auc = 0.030247
Epoch 797
Loss = 1.1159e-01, PNorm = 129.3594, GNorm = 1.8792, lr_0 = 9.6067e-04
Validation prc-auc = 0.031652
Epoch 798
Validation prc-auc = 0.030340
Epoch 799
Validation prc-auc = 0.029442
Epoch 800
Validation prc-auc = 0.028329
Epoch 801
Loss = 8.8534e-02, PNorm = 129.6133, GNorm = 3.3744, lr_0 = 9.6045e-04
Loss = 8.9968e-03, PNorm = 129.6307, GNorm = 0.2588, lr_0 = 9.6043e-04
Validation prc-auc = 0.028488
Epoch 802
Validation prc-auc = 0.027314
Epoch 803
Validation prc-auc = 0.026572
Epoch 804
Validation prc-auc = 0.026768
Epoch 805
Validation prc-auc = 0.027199
Epoch 806
Loss = 9.4048e-03, PNorm = 129.8302, GNorm = 0.0275, lr_0 = 9.6019e-04
Loss = 1.2368e-03, PNorm = 129.8400, GNorm = 0.0550, lr_0 = 9.6018e-04
Validation prc-auc = 0.027449
Epoch 807
Validation prc-auc = 0.027755
Epoch 808
Validation prc-auc = 0.027830
Epoch 809
Validation prc-auc = 0.027788
Epoch 810
Validation prc-auc = 0.027961
Epoch 811
Loss = 7.7168e-03, PNorm = 129.9295, GNorm = 0.5389, lr_0 = 9.5996e-04
Validation prc-auc = 0.028130
Epoch 812
Validation prc-auc = 0.028164
Epoch 813
Validation prc-auc = 0.028059
Epoch 814
Validation prc-auc = 0.027188
Epoch 815
Validation prc-auc = 0.027657
Epoch 816
Loss = 5.9405e-02, PNorm = 129.9935, GNorm = 0.7265, lr_0 = 9.5970e-04
Validation prc-auc = 0.027906
Epoch 817
Validation prc-auc = 0.028227
Epoch 818
Validation prc-auc = 0.028506
Epoch 819
Validation prc-auc = 0.028589
Epoch 820
Loss = 2.7768e-03, PNorm = 130.0273, GNorm = 0.1712, lr_0 = 9.5948e-04
Loss = 2.9802e-07, PNorm = 130.0297, GNorm = 0.0000, lr_0 = 9.5946e-04
Validation prc-auc = 0.028571
Epoch 821
Validation prc-auc = 0.028074
Epoch 822
Validation prc-auc = 0.027924
Epoch 823
Validation prc-auc = 0.027909
Epoch 824
Validation prc-auc = 0.027406
Epoch 825
Loss = 1.2652e-02, PNorm = 130.0665, GNorm = 0.5717, lr_0 = 9.5924e-04
Validation prc-auc = 0.027400
Epoch 826
Validation prc-auc = 0.027290
Epoch 827
Validation prc-auc = 0.027372
Epoch 828
Validation prc-auc = 0.027167
Epoch 829
Validation prc-auc = 0.027316
Epoch 830
Loss = 6.1273e-03, PNorm = 130.1101, GNorm = 0.3239, lr_0 = 9.5899e-04
Validation prc-auc = 0.027588
Epoch 831
Validation prc-auc = 0.026941
Epoch 832
Validation prc-auc = 0.026642
Epoch 833
Validation prc-auc = 0.026922
Epoch 834
Loss = 4.2582e-02, PNorm = 130.1240, GNorm = 1.2741, lr_0 = 9.5877e-04
Loss = 3.9859e-04, PNorm = 130.1262, GNorm = 0.0274, lr_0 = 9.5875e-04
Validation prc-auc = 0.027217
Epoch 835
Validation prc-auc = 0.027353
Epoch 836
Validation prc-auc = 0.027370
Epoch 837
Validation prc-auc = 0.027439
Epoch 838
Validation prc-auc = 0.027520
Epoch 839
Loss = 8.6683e-02, PNorm = 130.1701, GNorm = 1.8367, lr_0 = 9.5851e-04
Loss = 1.4017e-04, PNorm = 130.1728, GNorm = 0.0059, lr_0 = 9.5849e-04
Validation prc-auc = 0.028175
Epoch 840
Validation prc-auc = 0.028548
Epoch 841
Validation prc-auc = 0.028600
Epoch 842
Validation prc-auc = 0.029178
Epoch 843
Validation prc-auc = 0.029643
Epoch 844
Loss = 3.2278e-03, PNorm = 130.2329, GNorm = 0.0994, lr_0 = 9.5827e-04
Validation prc-auc = 0.029849
Epoch 845
Validation prc-auc = 0.029972
Epoch 846
Validation prc-auc = 0.030859
Epoch 847
Validation prc-auc = 0.031344
Epoch 848
Validation prc-auc = 0.031988
Epoch 849
Loss = 4.4113e-03, PNorm = 130.2912, GNorm = 0.2054, lr_0 = 9.5802e-04
Validation prc-auc = 0.032028
Epoch 850
Validation prc-auc = 0.031619
Epoch 851
Validation prc-auc = 0.031407
Epoch 852
Validation prc-auc = 0.029502
Epoch 853
Loss = 8.9941e-02, PNorm = 130.3334, GNorm = 1.1462, lr_0 = 9.5780e-04
Loss = 1.5424e-02, PNorm = 130.3353, GNorm = 0.7295, lr_0 = 9.5778e-04
Validation prc-auc = 0.028279
Epoch 854
Validation prc-auc = 0.027665
Epoch 855
Validation prc-auc = 0.027810
Epoch 856
Validation prc-auc = 0.028037
Epoch 857
Validation prc-auc = 0.028266
Epoch 858
Loss = 1.3391e-03, PNorm = 130.3728, GNorm = 0.0430, lr_0 = 9.5754e-04
Validation prc-auc = 0.028077
Epoch 859
Validation prc-auc = 0.028106
Epoch 860
Validation prc-auc = 0.028210
Epoch 861
Validation prc-auc = 0.029856
Epoch 862
Validation prc-auc = 0.030250
Epoch 863
Loss = 8.1858e-03, PNorm = 130.4041, GNorm = 1.1003, lr_0 = 9.5730e-04
Validation prc-auc = 0.030016
Epoch 864
Validation prc-auc = 0.029729
Epoch 865
Validation prc-auc = 0.028848
Epoch 866
Validation prc-auc = 0.028447
Epoch 867
Loss = 3.1764e-03, PNorm = 130.4510, GNorm = 0.1967, lr_0 = 9.5708e-04
Loss = 9.6959e-04, PNorm = 130.4540, GNorm = 0.0437, lr_0 = 9.5707e-04
Validation prc-auc = 0.028313
Epoch 868
Validation prc-auc = 0.028028
Epoch 869
Validation prc-auc = 0.027973
Epoch 870
Validation prc-auc = 0.027913
Epoch 871
Validation prc-auc = 0.027981
Epoch 872
Loss = 5.3373e-04, PNorm = 130.4874, GNorm = 0.0168, lr_0 = 9.5683e-04
Loss = 4.1591e-04, PNorm = 130.4891, GNorm = 0.0163, lr_0 = 9.5681e-04
Validation prc-auc = 0.028013
Epoch 873
Validation prc-auc = 0.028066
Epoch 874
Validation prc-auc = 0.028127
Epoch 875
Validation prc-auc = 0.028092
Epoch 876
Validation prc-auc = 0.028155
Epoch 877
Loss = 3.8498e-04, PNorm = 130.5046, GNorm = 0.0138, lr_0 = 9.5659e-04
Validation prc-auc = 0.028307
Epoch 878
Validation prc-auc = 0.027431
Epoch 879
Validation prc-auc = 0.026966
Epoch 880
Validation prc-auc = 0.026916
Epoch 881
Validation prc-auc = 0.026766
Epoch 882
Loss = 5.0828e-03, PNorm = 130.5417, GNorm = 0.6259, lr_0 = 9.5634e-04
Validation prc-auc = 0.026493
Epoch 883
Validation prc-auc = 0.026544
Epoch 884
Validation prc-auc = 0.027374
Epoch 885
Validation prc-auc = 0.029102
Epoch 886
Loss = 8.9649e-02, PNorm = 130.6227, GNorm = 0.2124, lr_0 = 9.5612e-04
Loss = 4.4902e-06, PNorm = 130.6365, GNorm = 0.0002, lr_0 = 9.5610e-04
Validation prc-auc = 0.031850
Epoch 887
Validation prc-auc = 0.033436
Epoch 888
Validation prc-auc = 0.032525
Epoch 889
Validation prc-auc = 0.032574
Epoch 890
Validation prc-auc = 0.030882
Epoch 891
Loss = 4.1408e-02, PNorm = 130.9242, GNorm = 0.2760, lr_0 = 9.5586e-04
Validation prc-auc = 0.029769
Epoch 892
Validation prc-auc = 0.028628
Epoch 893
Validation prc-auc = 0.026293
Epoch 894
Validation prc-auc = 0.024917
Epoch 895
Validation prc-auc = 0.023979
Epoch 896
Loss = 9.2060e-03, PNorm = 131.3291, GNorm = 0.2391, lr_0 = 9.5563e-04
Validation prc-auc = 0.023439
Epoch 897
Validation prc-auc = 0.023797
Epoch 898
Validation prc-auc = 0.024663
Epoch 899
Validation prc-auc = 0.025855
Epoch 900
Loss = 1.6001e-01, PNorm = 131.6185, GNorm = 3.6083, lr_0 = 9.5541e-04
Loss = 5.3882e-03, PNorm = 131.6390, GNorm = 0.2037, lr_0 = 9.5539e-04
Validation prc-auc = 0.028888
Epoch 901
Validation prc-auc = 0.029231
Epoch 902
Validation prc-auc = 0.029453
Epoch 903
Validation prc-auc = 0.029604
Epoch 904
Validation prc-auc = 0.030076
Epoch 905
Loss = 1.6424e-02, PNorm = 131.8713, GNorm = 0.7114, lr_0 = 9.5515e-04
Loss = 1.5561e-02, PNorm = 131.8817, GNorm = 0.9243, lr_0 = 9.5513e-04
Validation prc-auc = 0.031087
Epoch 906
Validation prc-auc = 0.033339
Epoch 907
Validation prc-auc = 0.035375
Epoch 908
Validation prc-auc = 0.036346
Epoch 909
Validation prc-auc = 0.036501
Epoch 910
Loss = 1.7005e-02, PNorm = 131.9975, GNorm = 0.6923, lr_0 = 9.5491e-04
Validation prc-auc = 0.034776
Epoch 911
Validation prc-auc = 0.033282
Epoch 912
Validation prc-auc = 0.030906
Epoch 913
Validation prc-auc = 0.029559
Epoch 914
Validation prc-auc = 0.028304
Epoch 915
Loss = 9.8039e-03, PNorm = 132.2400, GNorm = 0.3377, lr_0 = 9.5466e-04
Validation prc-auc = 0.027739
Epoch 916
Validation prc-auc = 0.027636
Epoch 917
Validation prc-auc = 0.027738
Epoch 918
Validation prc-auc = 0.026819
Epoch 919
Loss = 5.9005e-02, PNorm = 132.5020, GNorm = 2.3088, lr_0 = 9.5444e-04
Loss = 8.9085e-02, PNorm = 132.5177, GNorm = 0.7990, lr_0 = 9.5442e-04
Validation prc-auc = 0.027453
Epoch 920
Validation prc-auc = 0.029551
Epoch 921
Validation prc-auc = 0.031429
Epoch 922
Validation prc-auc = 0.032837
Epoch 923
Validation prc-auc = 0.036586
Epoch 924
Loss = 6.3546e-02, PNorm = 132.7350, GNorm = 0.1573, lr_0 = 9.5419e-04
Validation prc-auc = 0.037457
Epoch 925
Validation prc-auc = 0.039200
Epoch 926
Validation prc-auc = 0.037749
Epoch 927
Validation prc-auc = 0.036584
Epoch 928
Validation prc-auc = 0.035496
Epoch 929
Loss = 7.7557e-03, PNorm = 132.8987, GNorm = 0.2370, lr_0 = 9.5395e-04
Validation prc-auc = 0.033762
Epoch 930
Validation prc-auc = 0.034452
Epoch 931
Validation prc-auc = 0.032533
Epoch 932
Validation prc-auc = 0.032589
Epoch 933
Loss = 3.1758e-02, PNorm = 133.0075, GNorm = 0.4415, lr_0 = 9.5371e-04
Validation prc-auc = 0.031857
Epoch 934
Validation prc-auc = 0.030134
Epoch 935
Validation prc-auc = 0.028172
Epoch 936
Validation prc-auc = 0.026391
Epoch 937
Validation prc-auc = 0.025229
Epoch 938
Loss = 5.1185e-02, PNorm = 133.1663, GNorm = 0.7069, lr_0 = 9.5348e-04
Loss = 1.8096e-01, PNorm = 133.1781, GNorm = 8.7823, lr_0 = 9.5346e-04
Validation prc-auc = 0.024385
Epoch 939
Validation prc-auc = 0.025385
Epoch 940
Validation prc-auc = 0.025390
Epoch 941
Validation prc-auc = 0.025486
Epoch 942
Validation prc-auc = 0.025871
Epoch 943
Loss = 7.7392e-03, PNorm = 133.3681, GNorm = 0.1818, lr_0 = 9.5324e-04
Validation prc-auc = 0.025836
Epoch 944
Validation prc-auc = 0.026301
Epoch 945
Validation prc-auc = 0.026624
Epoch 946
Validation prc-auc = 0.027110
Epoch 947
Validation prc-auc = 0.027723
Epoch 948
Loss = 5.9980e-03, PNorm = 133.5113, GNorm = 0.1941, lr_0 = 9.5299e-04
Validation prc-auc = 0.028191
Epoch 949
Validation prc-auc = 0.028778
Epoch 950
Validation prc-auc = 0.029192
Epoch 951
Validation prc-auc = 0.029071
Epoch 952
Loss = 3.7722e-03, PNorm = 133.5931, GNorm = 0.1434, lr_0 = 9.5277e-04
Loss = 5.7032e-03, PNorm = 133.6005, GNorm = 0.2124, lr_0 = 9.5275e-04
Validation prc-auc = 0.027924
Epoch 953
Validation prc-auc = 0.027659
Epoch 954
Validation prc-auc = 0.027145
Epoch 955
Validation prc-auc = 0.027680
Epoch 956
Validation prc-auc = 0.026770
Epoch 957
Loss = 7.5739e-02, PNorm = 133.7496, GNorm = 2.6348, lr_0 = 9.5251e-04
Loss = 5.4567e-03, PNorm = 133.7564, GNorm = 0.2105, lr_0 = 9.5250e-04
Validation prc-auc = 0.026235
Epoch 958
Validation prc-auc = 0.026652
Epoch 959
Validation prc-auc = 0.026748
Epoch 960
Validation prc-auc = 0.026530
Epoch 961
Validation prc-auc = 0.026327
Epoch 962
Loss = 1.1456e-02, PNorm = 133.8396, GNorm = 0.2181, lr_0 = 9.5228e-04
Validation prc-auc = 0.026101
Epoch 963
Validation prc-auc = 0.026124
Epoch 964
Validation prc-auc = 0.025833
Epoch 965
Validation prc-auc = 0.025834
Epoch 966
Loss = 1.0830e-03, PNorm = 133.9479, GNorm = 0.0279, lr_0 = 9.5204e-04
Validation prc-auc = 0.025723
Epoch 967
Validation prc-auc = 0.025507
Epoch 968
Validation prc-auc = 0.025537
Epoch 969
Validation prc-auc = 0.025534
Epoch 970
Validation prc-auc = 0.025537
Epoch 971
Loss = 2.1422e-03, PNorm = 133.9925, GNorm = 0.2887, lr_0 = 9.5180e-04
Loss = 6.1285e-05, PNorm = 133.9951, GNorm = 0.0036, lr_0 = 9.5179e-04
Validation prc-auc = 0.025495
Epoch 972
Validation prc-auc = 0.025575
Epoch 973
Validation prc-auc = 0.025580
Epoch 974
Validation prc-auc = 0.025787
Epoch 975
Validation prc-auc = 0.026452
Epoch 976
Loss = 4.6228e-03, PNorm = 134.0217, GNorm = 0.1289, lr_0 = 9.5157e-04
Validation prc-auc = 0.027255
Epoch 977
Validation prc-auc = 0.027549
Epoch 978
Validation prc-auc = 0.028000
Epoch 979
Validation prc-auc = 0.028298
Epoch 980
Validation prc-auc = 0.028689
Epoch 981
Loss = 1.7040e-03, PNorm = 134.1602, GNorm = 0.0541, lr_0 = 9.5132e-04
Validation prc-auc = 0.029029
Epoch 982
Validation prc-auc = 0.029800
Epoch 983
Validation prc-auc = 0.031890
Epoch 984
Validation prc-auc = 0.032888
Epoch 985
Loss = 2.2760e-02, PNorm = 134.2592, GNorm = 0.2260, lr_0 = 9.5110e-04
Loss = 9.3321e-05, PNorm = 134.2658, GNorm = 0.0060, lr_0 = 9.5108e-04
Validation prc-auc = 0.032808
Epoch 986
Validation prc-auc = 0.031583
Epoch 987
Validation prc-auc = 0.031252
Epoch 988
Validation prc-auc = 0.031608
Epoch 989
Validation prc-auc = 0.031049
Epoch 990
Loss = 5.0780e-02, PNorm = 134.3507, GNorm = 0.9552, lr_0 = 9.5084e-04
Loss = 8.4929e-04, PNorm = 134.3547, GNorm = 0.0387, lr_0 = 9.5083e-04
Validation prc-auc = 0.030945
Epoch 991
Validation prc-auc = 0.030772
Epoch 992
Validation prc-auc = 0.029650
Epoch 993
Validation prc-auc = 0.029940
Epoch 994
Validation prc-auc = 0.030798
Epoch 995
Loss = 1.5213e-03, PNorm = 134.4211, GNorm = 0.0427, lr_0 = 9.5061e-04
Validation prc-auc = 0.033019
Epoch 996
Validation prc-auc = 0.033589
Epoch 997
Validation prc-auc = 0.033256
Epoch 998
Validation prc-auc = 0.033294
Epoch 999
Loss = 1.1062e-01, PNorm = 134.5093, GNorm = 0.0989, lr_0 = 9.5037e-04
Validation prc-auc = 0.032448
Epoch 1000
Validation prc-auc = 0.031447
Epoch 1001
Validation prc-auc = 0.029930
Epoch 1002
Validation prc-auc = 0.029215
Epoch 1003
Validation prc-auc = 0.028286
Epoch 1004
Loss = 1.3517e-03, PNorm = 134.6542, GNorm = 0.0975, lr_0 = 9.5014e-04
Loss = 1.9318e-03, PNorm = 134.6633, GNorm = 0.0772, lr_0 = 9.5012e-04
Validation prc-auc = 0.027779
Epoch 1005
Validation prc-auc = 0.027409
Epoch 1006
Validation prc-auc = 0.027455
Epoch 1007
Validation prc-auc = 0.028253
Epoch 1008
Validation prc-auc = 0.028781
Epoch 1009
Loss = 1.9251e-01, PNorm = 134.7378, GNorm = 2.0669, lr_0 = 9.4990e-04
Validation prc-auc = 0.029009
Epoch 1010
Validation prc-auc = 0.028518
Epoch 1011
Validation prc-auc = 0.027775
Epoch 1012
Validation prc-auc = 0.027244
Epoch 1013
Validation prc-auc = 0.026415
Epoch 1014
Loss = 1.2741e-02, PNorm = 134.9112, GNorm = 0.2622, lr_0 = 9.4965e-04
Validation prc-auc = 0.026010
Epoch 1015
Validation prc-auc = 0.026686
Epoch 1016
Validation prc-auc = 0.027533
Epoch 1017
Validation prc-auc = 0.026397
Epoch 1018
Loss = 2.9503e-02, PNorm = 135.1009, GNorm = 0.8849, lr_0 = 9.4943e-04
Loss = 2.0707e-02, PNorm = 135.1209, GNorm = 0.8879, lr_0 = 9.4941e-04
Validation prc-auc = 0.027119
Epoch 1019
Validation prc-auc = 0.027696
Epoch 1020
Validation prc-auc = 0.028810
Epoch 1021
Validation prc-auc = 0.031343
Epoch 1022
Validation prc-auc = 0.033010
Epoch 1023
Loss = 6.1857e-02, PNorm = 135.5332, GNorm = 0.5722, lr_0 = 9.4918e-04
Loss = 4.5999e-02, PNorm = 135.5683, GNorm = 1.3893, lr_0 = 9.4916e-04
Validation prc-auc = 0.034485
Epoch 1024
Validation prc-auc = 0.033284
Epoch 1025
Validation prc-auc = 0.032067
Epoch 1026
Validation prc-auc = 0.031732
Epoch 1027
Validation prc-auc = 0.031264
Epoch 1028
Loss = 4.8483e-03, PNorm = 135.9474, GNorm = 0.1216, lr_0 = 9.4894e-04
Validation prc-auc = 0.030539
Epoch 1029
Validation prc-auc = 0.028591
Epoch 1030
Validation prc-auc = 0.029885
Epoch 1031
Validation prc-auc = 0.030848
Epoch 1032
Validation prc-auc = 0.030800
Epoch 1033
Loss = 8.0062e-03, PNorm = 136.2520, GNorm = 0.2321, lr_0 = 9.4869e-04
Validation prc-auc = 0.030719
Epoch 1034
Validation prc-auc = 0.030057
Epoch 1035
Validation prc-auc = 0.028667
Epoch 1036
Validation prc-auc = 0.027566
Epoch 1037
Loss = 2.9606e-02, PNorm = 136.4791, GNorm = 0.1290, lr_0 = 9.4847e-04
Loss = 1.6857e-02, PNorm = 136.5044, GNorm = 0.7758, lr_0 = 9.4845e-04
Validation prc-auc = 0.025590
Epoch 1038
Validation prc-auc = 0.025327
Epoch 1039
Validation prc-auc = 0.025707
Epoch 1040
Validation prc-auc = 0.025897
Epoch 1041
Validation prc-auc = 0.026290
Epoch 1042
Loss = 7.7858e-02, PNorm = 136.7866, GNorm = 1.3954, lr_0 = 9.4823e-04
Validation prc-auc = 0.026491
Epoch 1043
Validation prc-auc = 0.026333
Epoch 1044
Validation prc-auc = 0.026221
Epoch 1045
Validation prc-auc = 0.025858
Epoch 1046
Validation prc-auc = 0.025646
Epoch 1047
Loss = 4.3921e-03, PNorm = 137.0124, GNorm = 0.1886, lr_0 = 9.4798e-04
Validation prc-auc = 0.025470
Epoch 1048
Validation prc-auc = 0.025247
Epoch 1049
Validation prc-auc = 0.025092
Epoch 1050
Validation prc-auc = 0.024375
Epoch 1051
Loss = 2.0692e-01, PNorm = 137.1748, GNorm = 2.8462, lr_0 = 9.4776e-04
Loss = 4.1754e-01, PNorm = 137.1956, GNorm = 10.9216, lr_0 = 9.4775e-04
Validation prc-auc = 0.024635
Epoch 1052
Validation prc-auc = 0.025037
Epoch 1053
Validation prc-auc = 0.022333
Epoch 1054
Validation prc-auc = 0.021405
Epoch 1055
Validation prc-auc = 0.020153
Epoch 1056
Loss = 9.3331e-02, PNorm = 137.6282, GNorm = 1.7982, lr_0 = 9.4751e-04
Loss = 2.0482e-02, PNorm = 137.6596, GNorm = 1.0497, lr_0 = 9.4749e-04
Validation prc-auc = 0.021001
Epoch 1057
Validation prc-auc = 0.018633
Epoch 1058
Validation prc-auc = 0.019226
Epoch 1059
Validation prc-auc = 0.023231
Epoch 1060
Validation prc-auc = 0.026624
Epoch 1061
Loss = 1.2191e-01, PNorm = 138.1612, GNorm = 0.7948, lr_0 = 9.4728e-04
Validation prc-auc = 0.026680
Epoch 1062
Validation prc-auc = 0.026600
Epoch 1063
Validation prc-auc = 0.025854
Epoch 1064
Validation prc-auc = 0.026156
Epoch 1065
Validation prc-auc = 0.026963
Epoch 1066
Loss = 2.7468e-02, PNorm = 138.7054, GNorm = 0.2967, lr_0 = 9.4702e-04
Validation prc-auc = 0.025950
Epoch 1067
Validation prc-auc = 0.025495
Epoch 1068
Validation prc-auc = 0.026154
Epoch 1069
Validation prc-auc = 0.025737
Epoch 1070
Loss = 3.6500e-02, PNorm = 139.0112, GNorm = 0.3034, lr_0 = 9.4681e-04
Loss = 1.2253e-02, PNorm = 139.0355, GNorm = 0.4063, lr_0 = 9.4679e-04
Validation prc-auc = 0.026548
Epoch 1071
Validation prc-auc = 0.026611
Epoch 1072
Validation prc-auc = 0.026296
Epoch 1073
Validation prc-auc = 0.026422
Epoch 1074
Validation prc-auc = 0.027173
Epoch 1075
Loss = 6.8919e-02, PNorm = 139.3189, GNorm = 0.6869, lr_0 = 9.4657e-04
Validation prc-auc = 0.029116
Epoch 1076
Validation prc-auc = 0.028650
Epoch 1077
Validation prc-auc = 0.028296
Epoch 1078
Validation prc-auc = 0.027792
Epoch 1079
Validation prc-auc = 0.027119
Epoch 1080
Loss = 3.3978e-03, PNorm = 139.6014, GNorm = 0.0696, lr_0 = 9.4632e-04
Validation prc-auc = 0.026688
Epoch 1081
Validation prc-auc = 0.026967
Epoch 1082
Validation prc-auc = 0.027082
Epoch 1083
Validation prc-auc = 0.026705
Epoch 1084
Loss = 4.4343e-03, PNorm = 139.7842, GNorm = 0.0203, lr_0 = 9.4610e-04
Loss = 2.6845e-03, PNorm = 139.7943, GNorm = 0.4990, lr_0 = 9.4608e-04
Validation prc-auc = 0.026680
Epoch 1085
Validation prc-auc = 0.026615
Epoch 1086
Validation prc-auc = 0.027606
Epoch 1087
Validation prc-auc = 0.028287
Epoch 1088
Validation prc-auc = 0.029876
Epoch 1089
Loss = 1.0073e-02, PNorm = 139.9520, GNorm = 1.6006, lr_0 = 9.4585e-04
Loss = 2.2894e-03, PNorm = 139.9695, GNorm = 0.2180, lr_0 = 9.4583e-04
Validation prc-auc = 0.030341
Epoch 1090
Validation prc-auc = 0.029678
Epoch 1091
Validation prc-auc = 0.029404
Epoch 1092
Validation prc-auc = 0.031147
Epoch 1093
Validation prc-auc = 0.035237
Epoch 1094
Loss = 7.6002e-03, PNorm = 140.1353, GNorm = 0.3292, lr_0 = 9.4561e-04
Validation prc-auc = 0.037640
Epoch 1095
Validation prc-auc = 0.036752
Epoch 1096
Validation prc-auc = 0.035742
Epoch 1097
Validation prc-auc = 0.034311
Epoch 1098
Validation prc-auc = 0.032104
Epoch 1099
Loss = 6.8482e-02, PNorm = 140.3983, GNorm = 1.0749, lr_0 = 9.4536e-04
Validation prc-auc = 0.030281
Epoch 1100
Validation prc-auc = 0.030221
Epoch 1101
Validation prc-auc = 0.030911
Epoch 1102
Validation prc-auc = 0.031879
Epoch 1103
Loss = 1.4705e-01, PNorm = 140.5468, GNorm = 4.9168, lr_0 = 9.4515e-04
Loss = 4.6087e-03, PNorm = 140.5565, GNorm = 0.1953, lr_0 = 9.4513e-04
Validation prc-auc = 0.032659
Epoch 1104
Validation prc-auc = 0.033403
Epoch 1105
Validation prc-auc = 0.033344
Epoch 1106
Validation prc-auc = 0.034218
Epoch 1107
Validation prc-auc = 0.035373
Epoch 1108
Loss = 1.2154e-01, PNorm = 140.7478, GNorm = 0.0278, lr_0 = 9.4489e-04
Validation prc-auc = 0.035991
Epoch 1109
Validation prc-auc = 0.036691
Epoch 1110
Validation prc-auc = 0.035306
Epoch 1111
Validation prc-auc = 0.033748
Epoch 1112
Validation prc-auc = 0.030866
Epoch 1113
Loss = 5.0455e-02, PNorm = 140.9621, GNorm = 0.5153, lr_0 = 9.4466e-04
Validation prc-auc = 0.029735
Epoch 1114
Validation prc-auc = 0.028661
Epoch 1115
Validation prc-auc = 0.027247
Epoch 1116
Validation prc-auc = 0.026733
Epoch 1117
Loss = 1.5051e-02, PNorm = 141.1221, GNorm = 0.2585, lr_0 = 9.4444e-04
Loss = 1.4756e-02, PNorm = 141.1329, GNorm = 0.6265, lr_0 = 9.4443e-04
Validation prc-auc = 0.026943
Epoch 1118
Validation prc-auc = 0.027209
Epoch 1119
Validation prc-auc = 0.027528
Epoch 1120
Validation prc-auc = 0.026607
Epoch 1121
Validation prc-auc = 0.025908
Epoch 1122
Loss = 1.0120e-01, PNorm = 141.2326, GNorm = 0.4711, lr_0 = 9.4419e-04
Loss = 4.9248e-02, PNorm = 141.2390, GNorm = 2.6073, lr_0 = 9.4417e-04
Validation prc-auc = 0.026003
Epoch 1123
Validation prc-auc = 0.026921
Epoch 1124
Validation prc-auc = 0.027540
Epoch 1125
Validation prc-auc = 0.028205
Epoch 1126
Validation prc-auc = 0.028464
Epoch 1127
Loss = 5.3581e-02, PNorm = 141.3428, GNorm = 2.3066, lr_0 = 9.4396e-04
Validation prc-auc = 0.028266
Epoch 1128
Validation prc-auc = 0.027828
Epoch 1129
Validation prc-auc = 0.027545
Epoch 1130
Validation prc-auc = 0.027609
Epoch 1131
Validation prc-auc = 0.027513
Epoch 1132
Loss = 2.5136e-03, PNorm = 141.4725, GNorm = 0.0714, lr_0 = 9.4371e-04
Validation prc-auc = 0.027152
Epoch 1133
Validation prc-auc = 0.027434
Epoch 1134
Validation prc-auc = 0.027617
Epoch 1135
Validation prc-auc = 0.027278
Epoch 1136
Loss = 4.1339e-03, PNorm = 141.5476, GNorm = 0.1358, lr_0 = 9.4349e-04
Loss = 1.8677e-03, PNorm = 141.5551, GNorm = 0.1070, lr_0 = 9.4347e-04
Validation prc-auc = 0.026772
Epoch 1137
Validation prc-auc = 0.026782
Epoch 1138
Validation prc-auc = 0.027021
Epoch 1139
Validation prc-auc = 0.026466
Epoch 1140
Validation prc-auc = 0.027603
Epoch 1141
Loss = 8.8578e-02, PNorm = 141.6793, GNorm = 2.9212, lr_0 = 9.4324e-04
Validation prc-auc = 0.031597
Epoch 1142
Validation prc-auc = 0.029240
Epoch 1143
Validation prc-auc = 0.029088
Epoch 1144
Validation prc-auc = 0.028876
Epoch 1145
Validation prc-auc = 0.027968
Epoch 1146
Loss = 2.3292e-02, PNorm = 141.7878, GNorm = 0.4869, lr_0 = 9.4300e-04
Validation prc-auc = 0.027272
Epoch 1147
Validation prc-auc = 0.026326
Epoch 1148
Validation prc-auc = 0.025826
Epoch 1149
Validation prc-auc = 0.025561
Epoch 1150
Loss = 2.4415e-02, PNorm = 141.8758, GNorm = 1.2760, lr_0 = 9.4279e-04
Loss = 8.6346e-04, PNorm = 141.8808, GNorm = 0.0440, lr_0 = 9.4277e-04
Validation prc-auc = 0.026076
Epoch 1151
Validation prc-auc = 0.026916
Epoch 1152
Validation prc-auc = 0.027179
Epoch 1153
Validation prc-auc = 0.027320
Epoch 1154
Validation prc-auc = 0.028224
Epoch 1155
Loss = 1.4669e-01, PNorm = 141.9390, GNorm = 2.3627, lr_0 = 9.4253e-04
Loss = 6.1887e-04, PNorm = 141.9413, GNorm = 0.0333, lr_0 = 9.4252e-04
Validation prc-auc = 0.028895
Epoch 1156
Validation prc-auc = 0.029303
Epoch 1157
Validation prc-auc = 0.029353
Epoch 1158
Validation prc-auc = 0.029673
Epoch 1159
Validation prc-auc = 0.030043
Epoch 1160
Loss = 3.5265e-03, PNorm = 142.0529, GNorm = 0.5979, lr_0 = 9.4230e-04
Validation prc-auc = 0.030342
Epoch 1161
Validation prc-auc = 0.030178
Epoch 1162
Validation prc-auc = 0.030554
Epoch 1163
Validation prc-auc = 0.030842
Epoch 1164
Validation prc-auc = 0.029991
Epoch 1165
Loss = 1.1726e-02, PNorm = 142.1823, GNorm = 0.4848, lr_0 = 9.4205e-04
Validation prc-auc = 0.027289
Epoch 1166
Validation prc-auc = 0.026477
Epoch 1167
Validation prc-auc = 0.026342
Epoch 1168
Validation prc-auc = 0.025895
Epoch 1169
Loss = 4.7737e-02, PNorm = 142.3256, GNorm = 0.1640, lr_0 = 9.4183e-04
Loss = 6.0974e-03, PNorm = 142.3349, GNorm = 0.2228, lr_0 = 9.4182e-04
Validation prc-auc = 0.025454
Epoch 1170
Validation prc-auc = 0.025065
Epoch 1171
Validation prc-auc = 0.024965
Epoch 1172
Validation prc-auc = 0.025556
Epoch 1173
Validation prc-auc = 0.026206
Epoch 1174
Loss = 3.0869e-03, PNorm = 142.4580, GNorm = 0.0688, lr_0 = 9.4158e-04
Validation prc-auc = 0.026488
Epoch 1175
Validation prc-auc = 0.026401
Epoch 1176
Validation prc-auc = 0.026092
Epoch 1177
Validation prc-auc = 0.025857
Epoch 1178
Validation prc-auc = 0.025771
Epoch 1179
Loss = 1.2816e-02, PNorm = 142.5834, GNorm = 0.8360, lr_0 = 9.4135e-04
Validation prc-auc = 0.026081
Epoch 1180
Validation prc-auc = 0.026367
Epoch 1181
Validation prc-auc = 0.027033
Epoch 1182
Validation prc-auc = 0.027077
Epoch 1183
Loss = 7.4599e-03, PNorm = 142.6778, GNorm = 0.2182, lr_0 = 9.4112e-04
Validation prc-auc = 0.027266
Epoch 1184
Validation prc-auc = 0.027347
Epoch 1185
Validation prc-auc = 0.027560
Epoch 1186
Validation prc-auc = 0.026735
Epoch 1187
Validation prc-auc = 0.024761
Epoch 1188
Loss = 7.4061e-02, PNorm = 142.7913, GNorm = 3.7621, lr_0 = 9.4088e-04
Loss = 2.2362e-01, PNorm = 142.8035, GNorm = 13.6040, lr_0 = 9.4087e-04
Validation prc-auc = 0.022464
Epoch 1189
Validation prc-auc = 0.021716
Epoch 1190
Validation prc-auc = 0.021128
Epoch 1191
Validation prc-auc = 0.020087
Epoch 1192
Validation prc-auc = 0.020427
Epoch 1193
Loss = 4.1589e-04, PNorm = 143.0215, GNorm = 0.0183, lr_0 = 9.4065e-04
Validation prc-auc = 0.021185
Epoch 1194
Validation prc-auc = 0.020949
Epoch 1195
Validation prc-auc = 0.021361
Epoch 1196
Validation prc-auc = 0.021871
Epoch 1197
Validation prc-auc = 0.022216
Epoch 1198
Loss = 6.4122e-03, PNorm = 143.1991, GNorm = 0.1349, lr_0 = 9.4040e-04
Validation prc-auc = 0.022094
Epoch 1199
Validation prc-auc = 0.021931
Epoch 1200
Validation prc-auc = 0.021853
Epoch 1201
Validation prc-auc = 0.021830
Epoch 1202
Loss = 5.4290e-02, PNorm = 143.2907, GNorm = 1.0603, lr_0 = 9.4018e-04
Loss = 4.4294e-03, PNorm = 143.2960, GNorm = 0.1594, lr_0 = 9.4016e-04
Validation prc-auc = 0.021872
Epoch 1203
Validation prc-auc = 0.022790
Epoch 1204
Validation prc-auc = 0.023528
Epoch 1205
Validation prc-auc = 0.024083
Epoch 1206
Validation prc-auc = 0.024384
Epoch 1207
Loss = 5.2001e-03, PNorm = 143.3887, GNorm = 0.5510, lr_0 = 9.3993e-04
Loss = 1.5378e-03, PNorm = 143.3950, GNorm = 0.0778, lr_0 = 9.3991e-04
Validation prc-auc = 0.024811
Epoch 1208
Validation prc-auc = 0.025054
Epoch 1209
Validation prc-auc = 0.025142
Epoch 1210
Validation prc-auc = 0.025080
Epoch 1211
Validation prc-auc = 0.025241
Epoch 1212
Loss = 1.5177e-03, PNorm = 143.4630, GNorm = 0.0445, lr_0 = 9.3970e-04
Validation prc-auc = 0.026109
Epoch 1213
Validation prc-auc = 0.026852
Epoch 1214
Validation prc-auc = 0.027631
Epoch 1215
Validation prc-auc = 0.028083
Epoch 1216
Loss = 2.4643e-02, PNorm = 143.5326, GNorm = 0.6185, lr_0 = 9.3946e-04
Validation prc-auc = 0.029095
Epoch 1217
Validation prc-auc = 0.030003
Epoch 1218
Validation prc-auc = 0.030915
Epoch 1219
Validation prc-auc = 0.031211
Epoch 1220
Validation prc-auc = 0.029970
Epoch 1221
Loss = 4.4237e-02, PNorm = 143.6187, GNorm = 0.7635, lr_0 = 9.3923e-04
Loss = 1.3244e-03, PNorm = 143.6248, GNorm = 0.0696, lr_0 = 9.3922e-04
Validation prc-auc = 0.029679
Epoch 1222
Validation prc-auc = 0.029528
Epoch 1223
Validation prc-auc = 0.029373
Epoch 1224
Validation prc-auc = 0.028906
Epoch 1225
Validation prc-auc = 0.028199
Epoch 1226
Loss = 1.9566e-03, PNorm = 143.6831, GNorm = 0.0512, lr_0 = 9.3900e-04
Validation prc-auc = 0.027514
Epoch 1227
Validation prc-auc = 0.027153
Epoch 1228
Validation prc-auc = 0.026918
Epoch 1229
Validation prc-auc = 0.026860
Epoch 1230
Validation prc-auc = 0.026785
Epoch 1231
Loss = 9.3493e-04, PNorm = 143.7268, GNorm = 0.0348, lr_0 = 9.3875e-04
Validation prc-auc = 0.026818
Epoch 1232
Validation prc-auc = 0.026894
Epoch 1233
Validation prc-auc = 0.026773
Epoch 1234
Validation prc-auc = 0.026496
Epoch 1235
Loss = 2.1516e-03, PNorm = 143.7634, GNorm = 0.0789, lr_0 = 9.3853e-04
Loss = 2.8610e-06, PNorm = 143.7660, GNorm = 0.0004, lr_0 = 9.3852e-04
Validation prc-auc = 0.026090
Epoch 1236
Validation prc-auc = 0.025862
Epoch 1237
Validation prc-auc = 0.025827
Epoch 1238
Validation prc-auc = 0.025926
Epoch 1239
Validation prc-auc = 0.025681
Epoch 1240
Loss = 1.6596e-03, PNorm = 143.8006, GNorm = 0.0745, lr_0 = 9.3828e-04
Loss = 4.1511e-04, PNorm = 143.8032, GNorm = 0.0213, lr_0 = 9.3827e-04
Validation prc-auc = 0.025815
Epoch 1241
Validation prc-auc = 0.025785
Epoch 1242
Validation prc-auc = 0.025849
Epoch 1243
Validation prc-auc = 0.025987
Epoch 1244
Validation prc-auc = 0.026184
Epoch 1245
Loss = 1.8687e-04, PNorm = 143.8360, GNorm = 0.0087, lr_0 = 9.3805e-04
Validation prc-auc = 0.025704
Epoch 1246
Validation prc-auc = 0.025001
Epoch 1247
Validation prc-auc = 0.024803
Epoch 1248
Validation prc-auc = 0.024808
Epoch 1249
Loss = 4.8708e-03, PNorm = 143.8590, GNorm = 0.0016, lr_0 = 9.3782e-04
Validation prc-auc = 0.025215
Epoch 1250
Validation prc-auc = 0.025332
Epoch 1251
Validation prc-auc = 0.025177
Epoch 1252
Validation prc-auc = 0.025452
Epoch 1253
Validation prc-auc = 0.026010
Epoch 1254
Loss = 7.3672e-02, PNorm = 143.8996, GNorm = 0.6968, lr_0 = 9.3758e-04
Loss = 5.7596e-04, PNorm = 143.9050, GNorm = 0.0429, lr_0 = 9.3757e-04
Validation prc-auc = 0.029193
Epoch 1255
Validation prc-auc = 0.032603
Epoch 1256
Validation prc-auc = 0.033725
Epoch 1257
Validation prc-auc = 0.033582
Epoch 1258
Validation prc-auc = 0.034646
Epoch 1259
Loss = 4.3714e-04, PNorm = 143.9781, GNorm = 0.0264, lr_0 = 9.3735e-04
Validation prc-auc = 0.032073
Epoch 1260
Validation prc-auc = 0.028741
Epoch 1261
Validation prc-auc = 0.027489
Epoch 1262
Validation prc-auc = 0.024201
Epoch 1263
Validation prc-auc = 0.023153
Epoch 1264
Loss = 3.2437e-03, PNorm = 144.0462, GNorm = 0.1564, lr_0 = 9.3710e-04
Validation prc-auc = 0.023801
Epoch 1265
Validation prc-auc = 0.025531
Epoch 1266
Validation prc-auc = 0.026310
Epoch 1267
Validation prc-auc = 0.026126
Epoch 1268
Loss = 3.6844e-03, PNorm = 144.1011, GNorm = 0.1421, lr_0 = 9.3689e-04
Loss = 1.2198e-03, PNorm = 144.1051, GNorm = 0.0536, lr_0 = 9.3687e-04
Validation prc-auc = 0.025868
Epoch 1269
Validation prc-auc = 0.025744
Epoch 1270
Validation prc-auc = 0.025647
Epoch 1271
Validation prc-auc = 0.025877
Epoch 1272
Validation prc-auc = 0.025979
Epoch 1273
Loss = 1.1397e-02, PNorm = 144.1552, GNorm = 0.1310, lr_0 = 9.3664e-04
Loss = 4.2932e-05, PNorm = 144.1588, GNorm = 0.0031, lr_0 = 9.3662e-04
Validation prc-auc = 0.026089
Epoch 1274
Validation prc-auc = 0.026135
Epoch 1275
Validation prc-auc = 0.026149
Epoch 1276
Validation prc-auc = 0.026198
Epoch 1277
Validation prc-auc = 0.026026
Epoch 1278
Loss = 6.9740e-04, PNorm = 144.2037, GNorm = 0.0246, lr_0 = 9.3641e-04
Validation prc-auc = 0.026123
Epoch 1279
Validation prc-auc = 0.025607
Epoch 1280
Validation prc-auc = 0.023797
Epoch 1281
Validation prc-auc = 0.022973
Epoch 1282
Validation prc-auc = 0.022135
Epoch 1283
Loss = 2.9208e-03, PNorm = 144.2722, GNorm = 0.0982, lr_0 = 9.3616e-04
Validation prc-auc = 0.021672
Epoch 1284
Validation prc-auc = 0.021514
Epoch 1285
Validation prc-auc = 0.021768
Epoch 1286
Validation prc-auc = 0.021878
Epoch 1287
Loss = 1.2614e-03, PNorm = 144.3387, GNorm = 0.0354, lr_0 = 9.3594e-04
Loss = 1.4475e-04, PNorm = 144.3427, GNorm = 0.0101, lr_0 = 9.3592e-04
Validation prc-auc = 0.022155
Epoch 1288
Validation prc-auc = 0.022266
Epoch 1289
Validation prc-auc = 0.022243
Epoch 1290
Validation prc-auc = 0.022191
Epoch 1291
Validation prc-auc = 0.022220
Epoch 1292
Loss = 1.2814e-03, PNorm = 144.3789, GNorm = 0.0754, lr_0 = 9.3571e-04
Validation prc-auc = 0.022297
Epoch 1293
Validation prc-auc = 0.022351
Epoch 1294
Validation prc-auc = 0.022467
Epoch 1295
Validation prc-auc = 0.022645
Epoch 1296
Validation prc-auc = 0.022903
Epoch 1297
Loss = 5.7630e-04, PNorm = 144.4061, GNorm = 0.0226, lr_0 = 9.3546e-04
Validation prc-auc = 0.023184
Epoch 1298
Validation prc-auc = 0.023481
Epoch 1299
Validation prc-auc = 0.023573
Epoch 1300
Validation prc-auc = 0.023443
Epoch 1301
Loss = 2.0010e-04, PNorm = 144.4290, GNorm = 0.0596, lr_0 = 9.3524e-04
Loss = 2.9007e-06, PNorm = 144.4308, GNorm = 0.0003, lr_0 = 9.3523e-04
Validation prc-auc = 0.023616
Epoch 1302
Validation prc-auc = 0.023891
Epoch 1303
Validation prc-auc = 0.023849
Epoch 1304
Validation prc-auc = 0.023206
Epoch 1305
Validation prc-auc = 0.023123
Epoch 1306
Loss = 9.3430e-04, PNorm = 144.5153, GNorm = 0.0599, lr_0 = 9.3499e-04
Loss = 5.6040e-03, PNorm = 144.5275, GNorm = 0.6134, lr_0 = 9.3498e-04
Validation prc-auc = 0.023663
Epoch 1307
Validation prc-auc = 0.023303
Epoch 1308
Validation prc-auc = 0.023546
Epoch 1309
Validation prc-auc = 0.023690
Epoch 1310
Validation prc-auc = 0.023702
Epoch 1311
Loss = 7.8527e-04, PNorm = 144.6383, GNorm = 0.0545, lr_0 = 9.3476e-04
Validation prc-auc = 0.023892
Epoch 1312
Validation prc-auc = 0.023971
Epoch 1313
Validation prc-auc = 0.023911
Epoch 1314
Validation prc-auc = 0.024435
Epoch 1315
Validation prc-auc = 0.024539
Epoch 1316
Loss = 5.0231e-03, PNorm = 144.6886, GNorm = 0.2961, lr_0 = 9.3451e-04
Validation prc-auc = 0.024767
Epoch 1317
Validation prc-auc = 0.023891
Epoch 1318
Validation prc-auc = 0.022836
Epoch 1319
Validation prc-auc = 0.021984
Epoch 1320
Loss = 7.3748e-02, PNorm = 144.7801, GNorm = 0.3850, lr_0 = 9.3430e-04
Loss = 2.0784e-03, PNorm = 144.7868, GNorm = 0.1055, lr_0 = 9.3428e-04
Validation prc-auc = 0.021901
Epoch 1321
Validation prc-auc = 0.022060
Epoch 1322
Validation prc-auc = 0.022373
Epoch 1323
Validation prc-auc = 0.022553
Epoch 1324
Validation prc-auc = 0.022824
Epoch 1325
Loss = 3.9049e-03, PNorm = 144.8695, GNorm = 0.1949, lr_0 = 9.3407e-04
Validation prc-auc = 0.023168
Epoch 1326
Validation prc-auc = 0.023582
Epoch 1327
Validation prc-auc = 0.023905
Epoch 1328
Validation prc-auc = 0.023965
Epoch 1329
Validation prc-auc = 0.023868
Epoch 1330
Loss = 2.6497e-02, PNorm = 144.9465, GNorm = 1.2212, lr_0 = 9.3382e-04
Validation prc-auc = 0.024772
Epoch 1331
Validation prc-auc = 0.025090
Epoch 1332
Validation prc-auc = 0.025543
Epoch 1333
Validation prc-auc = 0.026442
Epoch 1334
Loss = 2.0702e-03, PNorm = 145.0101, GNorm = 0.0798, lr_0 = 9.3360e-04
Loss = 1.9790e-04, PNorm = 145.0146, GNorm = 0.0131, lr_0 = 9.3359e-04
Validation prc-auc = 0.026836
Epoch 1335
Validation prc-auc = 0.027357
Epoch 1336
Validation prc-auc = 0.027512
Epoch 1337
Validation prc-auc = 0.027505
Epoch 1338
Validation prc-auc = 0.027300
Epoch 1339
Loss = 1.5316e-02, PNorm = 145.0607, GNorm = 2.2329, lr_0 = 9.3336e-04
Loss = 1.2320e-03, PNorm = 145.0630, GNorm = 0.0623, lr_0 = 9.3334e-04
Validation prc-auc = 0.027662
Epoch 1340
Validation prc-auc = 0.028163
Epoch 1341
Validation prc-auc = 0.028310
Epoch 1342
Validation prc-auc = 0.028364
Epoch 1343
Validation prc-auc = 0.028265
Epoch 1344
Loss = 2.4680e-03, PNorm = 145.0972, GNorm = 0.1274, lr_0 = 9.3312e-04
Validation prc-auc = 0.028199
Epoch 1345
Validation prc-auc = 0.028029
Epoch 1346
Validation prc-auc = 0.027559
Epoch 1347
Validation prc-auc = 0.027417
Epoch 1348
Validation prc-auc = 0.026376
Epoch 1349
Loss = 8.7339e-04, PNorm = 145.1177, GNorm = 0.0284, lr_0 = 9.3288e-04
Validation prc-auc = 0.025945
Epoch 1350
Validation prc-auc = 0.026112
Epoch 1351
Validation prc-auc = 0.025003
Epoch 1352
Validation prc-auc = 0.024165
Epoch 1353
Loss = 2.2877e-02, PNorm = 145.2152, GNorm = 0.0340, lr_0 = 9.3266e-04
Loss = 2.4827e-04, PNorm = 145.2298, GNorm = 0.0118, lr_0 = 9.3264e-04
Validation prc-auc = 0.023924
Epoch 1354
Validation prc-auc = 0.023310
Epoch 1355
Validation prc-auc = 0.022459
Epoch 1356
Validation prc-auc = 0.021884
Epoch 1357
Validation prc-auc = 0.021935
Epoch 1358
Loss = 5.4240e-02, PNorm = 145.4345, GNorm = 1.8970, lr_0 = 9.3241e-04
Validation prc-auc = 0.022292
Epoch 1359
Validation prc-auc = 0.023069
Epoch 1360
Validation prc-auc = 0.022689
Epoch 1361
Validation prc-auc = 0.021470
Epoch 1362
Validation prc-auc = 0.022850
Epoch 1363
Loss = 4.4857e-02, PNorm = 145.6196, GNorm = 0.8970, lr_0 = 9.3218e-04
Validation prc-auc = 0.022901
Epoch 1364
Validation prc-auc = 0.022692
Epoch 1365
Validation prc-auc = 0.023046
Epoch 1366
Validation prc-auc = 0.024037
Epoch 1367
Loss = 1.1406e-02, PNorm = 145.7988, GNorm = 0.0995, lr_0 = 9.3197e-04
Loss = 1.3956e-02, PNorm = 145.8083, GNorm = 0.9130, lr_0 = 9.3195e-04
Validation prc-auc = 0.024161
Epoch 1368
Validation prc-auc = 0.024014
Epoch 1369
Validation prc-auc = 0.023642
Epoch 1370
Validation prc-auc = 0.022746
Epoch 1371
Validation prc-auc = 0.022051
Epoch 1372
Loss = 7.9618e-03, PNorm = 145.9247, GNorm = 0.1140, lr_0 = 9.3172e-04
Loss = 4.0332e-06, PNorm = 145.9324, GNorm = 0.0004, lr_0 = 9.3170e-04
Validation prc-auc = 0.021224
Epoch 1373
Validation prc-auc = 0.020446
Epoch 1374
Validation prc-auc = 0.019890
Epoch 1375
Validation prc-auc = 0.019670
Epoch 1376
Validation prc-auc = 0.019636
Epoch 1377
Loss = 9.2317e-03, PNorm = 146.0640, GNorm = 0.2023, lr_0 = 9.3149e-04
Validation prc-auc = 0.019514
Epoch 1378
Validation prc-auc = 0.019567
Epoch 1379
Validation prc-auc = 0.019704
Epoch 1380
Validation prc-auc = 0.019748
Epoch 1381
Validation prc-auc = 0.019623
Epoch 1382
Loss = 7.2432e-03, PNorm = 146.2202, GNorm = 0.2241, lr_0 = 9.3124e-04
Validation prc-auc = 0.019526
Epoch 1383
Validation prc-auc = 0.019642
Epoch 1384
Validation prc-auc = 0.019482
Epoch 1385
Validation prc-auc = 0.020361
Epoch 1386
Loss = 1.7729e-01, PNorm = 146.3313, GNorm = 0.3696, lr_0 = 9.3102e-04
Loss = 2.3502e-05, PNorm = 146.3384, GNorm = 0.0018, lr_0 = 9.3101e-04
Validation prc-auc = 0.020534
Epoch 1387
Validation prc-auc = 0.020766
Epoch 1388
Validation prc-auc = 0.020783
Epoch 1389
Validation prc-auc = 0.020795
Epoch 1390
Validation prc-auc = 0.021001
Epoch 1391
Loss = 6.4087e-03, PNorm = 146.4299, GNorm = 0.0691, lr_0 = 9.3078e-04
Validation prc-auc = 0.021870
Epoch 1392
Validation prc-auc = 0.023300
Epoch 1393
Validation prc-auc = 0.023753
Epoch 1394
Validation prc-auc = 0.025405
Epoch 1395
Validation prc-auc = 0.025996
Epoch 1396
Loss = 2.7768e-03, PNorm = 146.5811, GNorm = 0.1533, lr_0 = 9.3055e-04
Validation prc-auc = 0.025731
Epoch 1397
Validation prc-auc = 0.025051
Epoch 1398
Validation prc-auc = 0.024577
Epoch 1399
Validation prc-auc = 0.023797
Epoch 1400
Loss = 8.0371e-03, PNorm = 146.7572, GNorm = 0.8674, lr_0 = 9.3033e-04
Loss = 3.1970e-03, PNorm = 146.7677, GNorm = 0.1577, lr_0 = 9.3032e-04
Validation prc-auc = 0.023538
Epoch 1401
Validation prc-auc = 0.023486
Epoch 1402
Validation prc-auc = 0.023278
Epoch 1403
Validation prc-auc = 0.023681
Epoch 1404
Validation prc-auc = 0.024092
Epoch 1405
Loss = 2.9800e-03, PNorm = 146.8789, GNorm = 0.1121, lr_0 = 9.3008e-04
Loss = 2.5581e-03, PNorm = 146.8855, GNorm = 0.1232, lr_0 = 9.3007e-04
Validation prc-auc = 0.024346
Epoch 1406
Validation prc-auc = 0.024657
Epoch 1407
Validation prc-auc = 0.024712
Epoch 1408
Validation prc-auc = 0.024765
Epoch 1409
Validation prc-auc = 0.024623
Epoch 1410
Loss = 1.2058e-03, PNorm = 146.9496, GNorm = 0.0503, lr_0 = 9.2985e-04
Validation prc-auc = 0.024661
Epoch 1411
Validation prc-auc = 0.024580
Epoch 1412
Validation prc-auc = 0.024625
Epoch 1413
Validation prc-auc = 0.024578
Epoch 1414
Validation prc-auc = 0.024450
Epoch 1415
Loss = 3.9421e-03, PNorm = 147.0145, GNorm = 0.1323, lr_0 = 9.2961e-04
Validation prc-auc = 0.024468
Epoch 1416
Validation prc-auc = 0.024483
Epoch 1417
Validation prc-auc = 0.024530
Epoch 1418
Validation prc-auc = 0.024559
Epoch 1419
Loss = 2.4021e-03, PNorm = 147.0635, GNorm = 0.0851, lr_0 = 9.2939e-04
Loss = 1.7880e-04, PNorm = 147.0675, GNorm = 0.0132, lr_0 = 9.2938e-04
Validation prc-auc = 0.024572
Epoch 1420
Validation prc-auc = 0.024646
Epoch 1421
Validation prc-auc = 0.025187
Epoch 1422
Validation prc-auc = 0.025566
Epoch 1423
Validation prc-auc = 0.025782
Epoch 1424
Loss = 8.4547e-03, PNorm = 147.1065, GNorm = 0.0653, lr_0 = 9.2914e-04
Validation prc-auc = 0.025898
Epoch 1425
Validation prc-auc = 0.026213
Epoch 1426
Validation prc-auc = 0.026254
Epoch 1427
Validation prc-auc = 0.026505
Epoch 1428
Validation prc-auc = 0.026648
Epoch 1429
Loss = 8.9051e-05, PNorm = 147.1587, GNorm = 0.0042, lr_0 = 9.2891e-04
Validation prc-auc = 0.026633
Epoch 1430
Validation prc-auc = 0.026751
Epoch 1431
Validation prc-auc = 0.026849
Epoch 1432
Validation prc-auc = 0.027059
Epoch 1433
Loss = 7.3401e-05, PNorm = 147.1898, GNorm = 0.0013, lr_0 = 9.2868e-04
Validation prc-auc = 0.027116
Epoch 1434
Validation prc-auc = 0.027062
Epoch 1435
Validation prc-auc = 0.027276
Epoch 1436
Validation prc-auc = 0.027493
Epoch 1437
Validation prc-auc = 0.027474
Epoch 1438
Loss = 4.3026e-03, PNorm = 147.2098, GNorm = 0.0290, lr_0 = 9.2845e-04
Loss = 2.7369e-04, PNorm = 147.2115, GNorm = 0.0162, lr_0 = 9.2844e-04
Validation prc-auc = 0.027381
Epoch 1439
Validation prc-auc = 0.027119
Epoch 1440
Validation prc-auc = 0.027009
Epoch 1441
Validation prc-auc = 0.026733
Epoch 1442
Validation prc-auc = 0.026761
Epoch 1443
Loss = 1.6639e-03, PNorm = 147.2355, GNorm = 0.0670, lr_0 = 9.2822e-04
Validation prc-auc = 0.026687
Epoch 1444
Validation prc-auc = 0.026553
Epoch 1445
Validation prc-auc = 0.026472
Epoch 1446
Validation prc-auc = 0.026303
Epoch 1447
Validation prc-auc = 0.026270
Epoch 1448
Loss = 2.7923e-03, PNorm = 147.2753, GNorm = 0.1940, lr_0 = 9.2798e-04
Validation prc-auc = 0.026212
Epoch 1449
Validation prc-auc = 0.026212
Epoch 1450
Validation prc-auc = 0.026151
Epoch 1451
Validation prc-auc = 0.026566
Epoch 1452
Loss = 1.3754e-02, PNorm = 147.2900, GNorm = 2.5040, lr_0 = 9.2776e-04
Loss = 5.7691e-04, PNorm = 147.2921, GNorm = 0.0504, lr_0 = 9.2775e-04
Validation prc-auc = 0.026670
Epoch 1453
Validation prc-auc = 0.026675
Epoch 1454
Validation prc-auc = 0.026588
Epoch 1455
Validation prc-auc = 0.026648
Epoch 1456
Validation prc-auc = 0.026060
Epoch 1457
Loss = 1.9260e-03, PNorm = 147.3477, GNorm = 0.0223, lr_0 = 9.2752e-04
Loss = 8.7820e-04, PNorm = 147.3515, GNorm = 0.0478, lr_0 = 9.2750e-04
Validation prc-auc = 0.025717
Epoch 1458
Validation prc-auc = 0.025603
Epoch 1459
Validation prc-auc = 0.025478
Epoch 1460
Validation prc-auc = 0.025415
Epoch 1461
Validation prc-auc = 0.025390
Epoch 1462
Loss = 4.0724e-04, PNorm = 147.3906, GNorm = 0.0181, lr_0 = 9.2729e-04
Validation prc-auc = 0.025415
Epoch 1463
Validation prc-auc = 0.025218
Epoch 1464
Validation prc-auc = 0.025157
Epoch 1465
Validation prc-auc = 0.025339
Epoch 1466
Loss = 9.1434e-02, PNorm = 147.4436, GNorm = 0.0764, lr_0 = 9.2706e-04
Validation prc-auc = 0.025183
Epoch 1467
Validation prc-auc = 0.024818
Epoch 1468
Validation prc-auc = 0.024549
Epoch 1469
Validation prc-auc = 0.024534
Epoch 1470
Validation prc-auc = 0.024464
Epoch 1471
Loss = 5.4531e-02, PNorm = 147.5233, GNorm = 0.3129, lr_0 = 9.2683e-04
Loss = 2.1077e-04, PNorm = 147.5311, GNorm = 0.0190, lr_0 = 9.2681e-04
Validation prc-auc = 0.023740
Epoch 1472
Validation prc-auc = 0.023739
Epoch 1473
Validation prc-auc = 0.023672
Epoch 1474
Validation prc-auc = 0.023451
Epoch 1475
Validation prc-auc = 0.023334
Epoch 1476
Loss = 1.5238e-04, PNorm = 147.6229, GNorm = 0.0059, lr_0 = 9.2660e-04
Validation prc-auc = 0.023938
Epoch 1477
Validation prc-auc = 0.024254
Epoch 1478
Validation prc-auc = 0.024528
Epoch 1479
Validation prc-auc = 0.026727
Epoch 1480
Validation prc-auc = 0.030858
Epoch 1481
Loss = 2.3510e-03, PNorm = 147.7356, GNorm = 0.0890, lr_0 = 9.2635e-04
Validation prc-auc = 0.034511
Epoch 1482
Validation prc-auc = 0.035589
Epoch 1483
Validation prc-auc = 0.035178
Epoch 1484
Validation prc-auc = 0.033027
Epoch 1485
Loss = 5.7939e-03, PNorm = 147.8284, GNorm = 0.5588, lr_0 = 9.2614e-04
Loss = 8.9590e-04, PNorm = 147.8361, GNorm = 0.0484, lr_0 = 9.2612e-04
Validation prc-auc = 0.031272
Epoch 1486
Validation prc-auc = 0.031784
Epoch 1487
Validation prc-auc = 0.031753
Epoch 1488
Validation prc-auc = 0.031751
Epoch 1489
Validation prc-auc = 0.032449
Epoch 1490
Loss = 3.2320e-04, PNorm = 147.9618, GNorm = 0.0427, lr_0 = 9.2589e-04
Loss = 2.2013e-05, PNorm = 147.9678, GNorm = 0.0032, lr_0 = 9.2587e-04
Validation prc-auc = 0.032046
Epoch 1491
Validation prc-auc = 0.033184
Epoch 1492
Validation prc-auc = 0.033563
Epoch 1493
Validation prc-auc = 0.033819
Epoch 1494
Validation prc-auc = 0.033764
Epoch 1495
Loss = 1.0267e-02, PNorm = 148.0133, GNorm = 1.3905, lr_0 = 9.2566e-04
Validation prc-auc = 0.036355
Epoch 1496
Validation prc-auc = 0.036885
Epoch 1497
Validation prc-auc = 0.036974
Epoch 1498
Validation prc-auc = 0.037531
Epoch 1499
Loss = 5.0272e-04, PNorm = 148.0857, GNorm = 0.0005, lr_0 = 9.2543e-04
Validation prc-auc = 0.038066
Epoch 1500
Validation prc-auc = 0.038172
Epoch 1501
Validation prc-auc = 0.037297
Epoch 1502
Validation prc-auc = 0.036277
Epoch 1503
Validation prc-auc = 0.036000
Epoch 1504
Loss = 2.5079e-03, PNorm = 148.1471, GNorm = 0.0835, lr_0 = 9.2520e-04
Loss = 1.9407e-04, PNorm = 148.1506, GNorm = 0.0113, lr_0 = 9.2518e-04
Validation prc-auc = 0.036242
Epoch 1505
Validation prc-auc = 0.036218
Epoch 1506
Validation prc-auc = 0.036213
Epoch 1507
Validation prc-auc = 0.037533
Epoch 1508
Validation prc-auc = 0.037219
Epoch 1509
Loss = 1.9144e-01, PNorm = 148.2303, GNorm = 3.2931, lr_0 = 9.2497e-04
Validation prc-auc = 0.032682
Epoch 1510
Validation prc-auc = 0.029512
Epoch 1511
Validation prc-auc = 0.028288
Epoch 1512
Validation prc-auc = 0.028398
Epoch 1513
Validation prc-auc = 0.027557
Epoch 1514
Loss = 1.6505e-01, PNorm = 148.4177, GNorm = 3.3271, lr_0 = 9.2472e-04
Validation prc-auc = 0.026340
Epoch 1515
Validation prc-auc = 0.024817
Epoch 1516
Validation prc-auc = 0.024370
Epoch 1517
Validation prc-auc = 0.024985
Epoch 1518
Loss = 1.3381e-02, PNorm = 148.6470, GNorm = 0.6798, lr_0 = 9.2451e-04
Loss = 5.3380e-05, PNorm = 148.6623, GNorm = 0.0040, lr_0 = 9.2449e-04
Validation prc-auc = 0.026632
Epoch 1519
Validation prc-auc = 0.028250
Epoch 1520
Validation prc-auc = 0.028575
Epoch 1521
Validation prc-auc = 0.027904
Epoch 1522
Validation prc-auc = 0.026592
Epoch 1523
Loss = 8.4491e-02, PNorm = 148.8772, GNorm = 0.2843, lr_0 = 9.2427e-04
Loss = 8.3309e-01, PNorm = 148.8863, GNorm = 10.4854, lr_0 = 9.2425e-04
Validation prc-auc = 0.026780
Epoch 1524
Validation prc-auc = 0.028471
Epoch 1525
Validation prc-auc = 0.029951
Epoch 1526
Validation prc-auc = 0.028936
Epoch 1527
Validation prc-auc = 0.028512
Epoch 1528
Loss = 2.7592e-02, PNorm = 149.0900, GNorm = 1.2544, lr_0 = 9.2404e-04
Validation prc-auc = 0.028078
Epoch 1529
Validation prc-auc = 0.027433
Epoch 1530
Validation prc-auc = 0.027452
Epoch 1531
Validation prc-auc = 0.027506
Epoch 1532
Validation prc-auc = 0.027867
Epoch 1533
Loss = 3.7867e-03, PNorm = 149.2795, GNorm = 0.1129, lr_0 = 9.2379e-04
Validation prc-auc = 0.028229
Epoch 1534
Validation prc-auc = 0.028462
Epoch 1535
Validation prc-auc = 0.028745
Epoch 1536
Validation prc-auc = 0.028858
Epoch 1537
Loss = 6.4991e-03, PNorm = 149.3437, GNorm = 0.2155, lr_0 = 9.2358e-04
Loss = 4.8562e-03, PNorm = 149.3478, GNorm = 0.3848, lr_0 = 9.2356e-04
Validation prc-auc = 0.028953
Epoch 1538
Validation prc-auc = 0.029039
Epoch 1539
Validation prc-auc = 0.028432
Epoch 1540
Validation prc-auc = 0.028392
Epoch 1541
Validation prc-auc = 0.027605
Epoch 1542
Loss = 3.1599e-03, PNorm = 149.4076, GNorm = 0.1081, lr_0 = 9.2335e-04
Validation prc-auc = 0.027334
Epoch 1543
Validation prc-auc = 0.027179
Epoch 1544
Validation prc-auc = 0.027652
Epoch 1545
Validation prc-auc = 0.027254
Epoch 1546
Validation prc-auc = 0.026130
Epoch 1547
Loss = 3.1410e-03, PNorm = 149.5239, GNorm = 0.0978, lr_0 = 9.2310e-04
Validation prc-auc = 0.024994
Epoch 1548
Validation prc-auc = 0.023785
Epoch 1549
Validation prc-auc = 0.023561
Epoch 1550
Validation prc-auc = 0.024116
Epoch 1551
Loss = 4.7545e-03, PNorm = 149.6455, GNorm = 0.0199, lr_0 = 9.2289e-04
Loss = 3.1668e-05, PNorm = 149.6536, GNorm = 0.0022, lr_0 = 9.2287e-04
Validation prc-auc = 0.024125
Epoch 1552
Validation prc-auc = 0.024200
Epoch 1553
Validation prc-auc = 0.023820
Epoch 1554
Validation prc-auc = 0.024133
Epoch 1555
Validation prc-auc = 0.023986
Epoch 1556
Loss = 4.4171e-03, PNorm = 149.7789, GNorm = 0.5579, lr_0 = 9.2264e-04
Loss = 9.1245e-01, PNorm = 149.8063, GNorm = 17.6292, lr_0 = 9.2263e-04
Validation prc-auc = 0.023864
Epoch 1557
Validation prc-auc = 0.023145
Epoch 1558
Validation prc-auc = 0.022039
Epoch 1559
Validation prc-auc = 0.021336
Epoch 1560
Validation prc-auc = 0.020790
Epoch 1561
Loss = 1.4843e-01, PNorm = 150.3374, GNorm = 2.0606, lr_0 = 9.2242e-04
Validation prc-auc = 0.020777
Epoch 1562
Validation prc-auc = 0.020334
Epoch 1563
Validation prc-auc = 0.020189
Epoch 1564
Validation prc-auc = 0.019901
Epoch 1565
Validation prc-auc = 0.020319
Epoch 1566
Loss = 4.1760e-03, PNorm = 150.7169, GNorm = 0.1207, lr_0 = 9.2217e-04
Validation prc-auc = 0.020839
Epoch 1567
Validation prc-auc = 0.021153
Epoch 1568
Validation prc-auc = 0.020570
Epoch 1569
Validation prc-auc = 0.020461
Epoch 1570
Loss = 1.9638e-01, PNorm = 151.1813, GNorm = 4.5459, lr_0 = 9.2196e-04
Loss = 1.6511e-02, PNorm = 151.2366, GNorm = 0.4853, lr_0 = 9.2194e-04
Validation prc-auc = 0.021617
Epoch 1571
Validation prc-auc = 0.020953
Epoch 1572
Validation prc-auc = 0.019889
Epoch 1573
Validation prc-auc = 0.019667
Epoch 1574
Validation prc-auc = 0.019635
Epoch 1575
Loss = 2.3787e-02, PNorm = 151.8244, GNorm = 0.5033, lr_0 = 9.2173e-04
Validation prc-auc = 0.020086
Epoch 1576
Validation prc-auc = 0.020752
Epoch 1577
Validation prc-auc = 0.021738
Epoch 1578
Validation prc-auc = 0.022256
Epoch 1579
Validation prc-auc = 0.022853
Epoch 1580
Loss = 2.2994e-01, PNorm = 152.2363, GNorm = 8.7012, lr_0 = 9.2148e-04
Validation prc-auc = 0.023839
Epoch 1581
Validation prc-auc = 0.024306
Epoch 1582
Validation prc-auc = 0.024712
Epoch 1583
Validation prc-auc = 0.024969
Epoch 1584
Loss = 4.5218e-02, PNorm = 152.4440, GNorm = 0.2927, lr_0 = 9.2127e-04
Loss = 3.4571e-02, PNorm = 152.4575, GNorm = 2.6232, lr_0 = 9.2125e-04
Validation prc-auc = 0.023498
Epoch 1585
Validation prc-auc = 0.022100
Epoch 1586
Validation prc-auc = 0.020612
Epoch 1587
Validation prc-auc = 0.019977
Epoch 1588
Validation prc-auc = 0.018948
Epoch 1589
Loss = 4.9988e-03, PNorm = 152.6292, GNorm = 0.2169, lr_0 = 9.2103e-04
Loss = 2.0479e-02, PNorm = 152.6422, GNorm = 0.8288, lr_0 = 9.2101e-04
Validation prc-auc = 0.018147
Epoch 1590
Validation prc-auc = 0.019119
Epoch 1591
Validation prc-auc = 0.019803
Epoch 1592
Validation prc-auc = 0.020176
Epoch 1593
Validation prc-auc = 0.020773
Epoch 1594
Loss = 1.8044e-02, PNorm = 152.7861, GNorm = 1.2129, lr_0 = 9.2080e-04
Validation prc-auc = 0.021440
Epoch 1595
Validation prc-auc = 0.021682
Epoch 1596
Validation prc-auc = 0.021525
Epoch 1597
Validation prc-auc = 0.021449
Epoch 1598
Validation prc-auc = 0.022090
Epoch 1599
Loss = 4.3060e-02, PNorm = 152.9343, GNorm = 1.1595, lr_0 = 9.2055e-04
Validation prc-auc = 0.022850
Epoch 1600
Validation prc-auc = 0.023560
Epoch 1601
Validation prc-auc = 0.021203
Epoch 1602
Validation prc-auc = 0.019405
Epoch 1603
Loss = 1.0896e-01, PNorm = 153.1713, GNorm = 4.3229, lr_0 = 9.2034e-04
Loss = 2.0846e-01, PNorm = 153.1931, GNorm = 8.4593, lr_0 = 9.2032e-04
Validation prc-auc = 0.019146
Epoch 1604
Validation prc-auc = 0.019837
Epoch 1605
Validation prc-auc = 0.020406
Epoch 1606
Validation prc-auc = 0.021148
Epoch 1607
Validation prc-auc = 0.022042
Epoch 1608
Loss = 1.4720e-02, PNorm = 153.5805, GNorm = 0.1801, lr_0 = 9.2010e-04
Validation prc-auc = 0.022841
Epoch 1609
Validation prc-auc = 0.024372
Epoch 1610
Validation prc-auc = 0.022635
Epoch 1611
Validation prc-auc = 0.017654
Epoch 1612
Validation prc-auc = 0.016706
Epoch 1613
Loss = 2.4116e-01, PNorm = 153.8625, GNorm = 3.1919, lr_0 = 9.1987e-04
Validation prc-auc = 0.016162
Epoch 1614
Validation prc-auc = 0.016355
Epoch 1615
Validation prc-auc = 0.017031
Epoch 1616
Validation prc-auc = 0.017628
Epoch 1617
Loss = 3.6266e-02, PNorm = 154.2149, GNorm = 0.5705, lr_0 = 9.1966e-04
Loss = 5.1979e-03, PNorm = 154.2414, GNorm = 0.2722, lr_0 = 9.1964e-04
Validation prc-auc = 0.018179
Epoch 1618
Validation prc-auc = 0.019347
Epoch 1619
Validation prc-auc = 0.020851
Epoch 1620
Validation prc-auc = 0.021788
Epoch 1621
Validation prc-auc = 0.022385
Epoch 1622
Loss = 2.2106e-02, PNorm = 154.5321, GNorm = 0.1606, lr_0 = 9.1941e-04
Loss = 3.9420e-03, PNorm = 154.5479, GNorm = 0.1848, lr_0 = 9.1939e-04
Validation prc-auc = 0.022609
Epoch 1623
Validation prc-auc = 0.022889
Epoch 1624
Validation prc-auc = 0.023046
Epoch 1625
Validation prc-auc = 0.024090
Epoch 1626
Validation prc-auc = 0.024819
Epoch 1627
Loss = 1.3598e-03, PNorm = 154.6956, GNorm = 0.1511, lr_0 = 9.1918e-04
Validation prc-auc = 0.025315
Epoch 1628
Validation prc-auc = 0.025640
Epoch 1629
Validation prc-auc = 0.025714
Epoch 1630
Validation prc-auc = 0.026001
Epoch 1631
Validation prc-auc = 0.025327
Epoch 1632
Loss = 1.3160e-03, PNorm = 154.7841, GNorm = 0.0492, lr_0 = 9.1894e-04
Validation prc-auc = 0.024744
Epoch 1633
Validation prc-auc = 0.026400
Epoch 1634
Validation prc-auc = 0.026710
Epoch 1635
Validation prc-auc = 0.027453
Epoch 1636
Loss = 3.5247e-02, PNorm = 154.8780, GNorm = 4.3077, lr_0 = 9.1873e-04
Loss = 2.2900e-04, PNorm = 154.8847, GNorm = 0.0124, lr_0 = 9.1871e-04
Validation prc-auc = 0.027708
Epoch 1637
Validation prc-auc = 0.028290
Epoch 1638
Validation prc-auc = 0.029045
Epoch 1639
Validation prc-auc = 0.030016
Epoch 1640
Validation prc-auc = 0.027534
Epoch 1641
Loss = 1.7831e-03, PNorm = 154.9785, GNorm = 0.0511, lr_0 = 9.1848e-04
Validation prc-auc = 0.028026
Epoch 1642
Validation prc-auc = 0.026924
Epoch 1643
Validation prc-auc = 0.026158
Epoch 1644
Validation prc-auc = 0.026530
Epoch 1645
Validation prc-auc = 0.027724
Epoch 1646
Loss = 4.9909e-02, PNorm = 155.1901, GNorm = 1.1737, lr_0 = 9.1825e-04
Validation prc-auc = 0.029455
Epoch 1647
Validation prc-auc = 0.028266
Epoch 1648
Validation prc-auc = 0.029299
Epoch 1649
Validation prc-auc = 0.029709
Epoch 1650
Loss = 9.9747e-02, PNorm = 155.4474, GNorm = 2.1016, lr_0 = 9.1804e-04
Loss = 4.8852e-01, PNorm = 155.4620, GNorm = 11.8570, lr_0 = 9.1803e-04
Validation prc-auc = 0.030034
Epoch 1651
Validation prc-auc = 0.030706
Epoch 1652
Validation prc-auc = 0.031624
Epoch 1653
Validation prc-auc = 0.033522
Epoch 1654
Validation prc-auc = 0.033103
Epoch 1655
Loss = 1.5510e-02, PNorm = 155.7627, GNorm = 0.4545, lr_0 = 9.1780e-04
Loss = 5.4462e-02, PNorm = 155.7827, GNorm = 3.6355, lr_0 = 9.1778e-04
Validation prc-auc = 0.031553
Epoch 1656
Validation prc-auc = 0.028457
Epoch 1657
Validation prc-auc = 0.027959
Epoch 1658
Validation prc-auc = 0.027222
Epoch 1659
Validation prc-auc = 0.026542
Epoch 1660
Loss = 5.1429e-03, PNorm = 156.0367, GNorm = 0.2359, lr_0 = 9.1757e-04
Validation prc-auc = 0.025559
Epoch 1661
Validation prc-auc = 0.025507
Epoch 1662
Validation prc-auc = 0.025080
Epoch 1663
Validation prc-auc = 0.021705
Epoch 1664
Validation prc-auc = 0.020342
Epoch 1665
Loss = 9.3397e-02, PNorm = 156.2344, GNorm = 2.3956, lr_0 = 9.1733e-04
Validation prc-auc = 0.026930
Epoch 1666
Validation prc-auc = 0.030598
Epoch 1667
Validation prc-auc = 0.031420
Epoch 1668
Validation prc-auc = 0.030938
Epoch 1669
Loss = 9.0884e-03, PNorm = 156.3941, GNorm = 0.5460, lr_0 = 9.1712e-04
Loss = 1.6013e-05, PNorm = 156.4092, GNorm = 0.0014, lr_0 = 9.1710e-04
Validation prc-auc = 0.029107
Epoch 1670
Validation prc-auc = 0.028162
Epoch 1671
Validation prc-auc = 0.028007
Epoch 1672
Validation prc-auc = 0.027720
Epoch 1673
Validation prc-auc = 0.029536
Epoch 1674
Loss = 5.4247e-03, PNorm = 156.6184, GNorm = 0.3833, lr_0 = 9.1687e-04
Validation prc-auc = 0.030679
Epoch 1675
Validation prc-auc = 0.031077
Epoch 1676
Validation prc-auc = 0.032179
Epoch 1677
Validation prc-auc = 0.032194
Epoch 1678
Validation prc-auc = 0.032206
Epoch 1679
Loss = 2.1090e-02, PNorm = 156.7369, GNorm = 0.5974, lr_0 = 9.1664e-04
Validation prc-auc = 0.031958
Epoch 1680
Validation prc-auc = 0.031395
Epoch 1681
Validation prc-auc = 0.029296
Epoch 1682
Validation prc-auc = 0.025628
Epoch 1683
Loss = 3.8596e-02, PNorm = 156.8638, GNorm = 0.0111, lr_0 = 9.1642e-04
Validation prc-auc = 0.022209
Epoch 1684
Validation prc-auc = 0.021852
Epoch 1685
Validation prc-auc = 0.023576
Epoch 1686
Validation prc-auc = 0.024562
Epoch 1687
Validation prc-auc = 0.025568
Epoch 1688
Loss = 4.7511e-02, PNorm = 157.0882, GNorm = 0.7797, lr_0 = 9.1619e-04
Loss = 4.8008e-02, PNorm = 157.1038, GNorm = 1.4235, lr_0 = 9.1617e-04
Validation prc-auc = 0.025871
Epoch 1689
Validation prc-auc = 0.026210
Epoch 1690
Validation prc-auc = 0.026004
Epoch 1691
Validation prc-auc = 0.025880
Epoch 1692
Validation prc-auc = 0.025434
Epoch 1693
Loss = 2.7191e-03, PNorm = 157.2905, GNorm = 0.0837, lr_0 = 9.1596e-04
Validation prc-auc = 0.025276
Epoch 1694
Validation prc-auc = 0.025162
Epoch 1695
Validation prc-auc = 0.025113
Epoch 1696
Validation prc-auc = 0.025464
Epoch 1697
Validation prc-auc = 0.025612
Epoch 1698
Loss = 2.4323e-04, PNorm = 157.4001, GNorm = 0.0121, lr_0 = 9.1572e-04
Validation prc-auc = 0.025789
Epoch 1699
Validation prc-auc = 0.026158
Epoch 1700
Validation prc-auc = 0.025439
Epoch 1701
Validation prc-auc = 0.022897
Epoch 1702
Loss = 1.6437e-01, PNorm = 157.4579, GNorm = 2.6458, lr_0 = 9.1551e-04
Loss = 2.8158e-02, PNorm = 157.4688, GNorm = 1.4592, lr_0 = 9.1549e-04
Validation prc-auc = 0.025217
Epoch 1703
Validation prc-auc = 0.027571
Epoch 1704
Validation prc-auc = 0.030862
Epoch 1705
Validation prc-auc = 0.032352
Epoch 1706
Validation prc-auc = 0.032474
Epoch 1707
Loss = 7.4044e-03, PNorm = 157.6360, GNorm = 0.1088, lr_0 = 9.1526e-04
Loss = 4.8628e-04, PNorm = 157.6458, GNorm = 0.0538, lr_0 = 9.1525e-04
Validation prc-auc = 0.033058
Epoch 1708
Validation prc-auc = 0.031717
Epoch 1709
Validation prc-auc = 0.030302
Epoch 1710
Validation prc-auc = 0.030018
Epoch 1711
Validation prc-auc = 0.029280
Epoch 1712
Loss = 6.6087e-02, PNorm = 157.7617, GNorm = 2.7934, lr_0 = 9.1504e-04
Validation prc-auc = 0.027439
Epoch 1713
Validation prc-auc = 0.026467
Epoch 1714
Validation prc-auc = 0.025761
Epoch 1715
Validation prc-auc = 0.025304
Epoch 1716
Loss = 9.0635e-03, PNorm = 157.8483, GNorm = 1.7818, lr_0 = 9.1481e-04
Validation prc-auc = 0.024902
Epoch 1717
Validation prc-auc = 0.024426
Epoch 1718
Validation prc-auc = 0.024237
Epoch 1719
Validation prc-auc = 0.023914
Epoch 1720
Validation prc-auc = 0.023761
Epoch 1721
Loss = 3.0334e-03, PNorm = 157.9018, GNorm = 0.0025, lr_0 = 9.1458e-04
Loss = 7.0936e-05, PNorm = 157.9050, GNorm = 0.0068, lr_0 = 9.1457e-04
Validation prc-auc = 0.023549
Epoch 1722
Validation prc-auc = 0.023492
Epoch 1723
Validation prc-auc = 0.023330
Epoch 1724
Validation prc-auc = 0.023181
Epoch 1725
Validation prc-auc = 0.023162
Epoch 1726
Loss = 1.5485e-04, PNorm = 157.9336, GNorm = 0.0084, lr_0 = 9.1436e-04
Validation prc-auc = 0.023185
Epoch 1727
Validation prc-auc = 0.023167
Epoch 1728
Validation prc-auc = 0.023307
Epoch 1729
Validation prc-auc = 0.023638
Epoch 1730
Validation prc-auc = 0.024034
Epoch 1731
Loss = 9.0929e-04, PNorm = 157.9593, GNorm = 0.0792, lr_0 = 9.1411e-04
Validation prc-auc = 0.024349
Epoch 1732
Validation prc-auc = 0.024889
Epoch 1733
Validation prc-auc = 0.025280
Epoch 1734
Validation prc-auc = 0.025556
Epoch 1735
Loss = 6.5912e-02, PNorm = 157.9752, GNorm = 0.0518, lr_0 = 9.1390e-04
Loss = 7.9473e-07, PNorm = 157.9761, GNorm = 0.0001, lr_0 = 9.1389e-04
Validation prc-auc = 0.025821
Epoch 1736
Validation prc-auc = 0.025926
Epoch 1737
Validation prc-auc = 0.025876
Epoch 1738
Validation prc-auc = 0.025740
Epoch 1739
Validation prc-auc = 0.026311
Epoch 1740
Loss = 3.1087e-03, PNorm = 158.0244, GNorm = 0.2909, lr_0 = 9.1366e-04
Loss = 5.8059e-03, PNorm = 158.0383, GNorm = 0.3676, lr_0 = 9.1364e-04
Validation prc-auc = 0.026754
Epoch 1741
Validation prc-auc = 0.026387
Epoch 1742
Validation prc-auc = 0.026320
Epoch 1743
Validation prc-auc = 0.026416
Epoch 1744
Validation prc-auc = 0.026511
Epoch 1745
Loss = 8.1872e-05, PNorm = 158.2290, GNorm = 0.0058, lr_0 = 9.1343e-04
Validation prc-auc = 0.026669
Epoch 1746
Validation prc-auc = 0.026128
Epoch 1747
Validation prc-auc = 0.026267
Epoch 1748
Validation prc-auc = 0.026397
Epoch 1749
Loss = 3.1672e-02, PNorm = 158.3603, GNorm = 1.2658, lr_0 = 9.1320e-04
Validation prc-auc = 0.026769
Epoch 1750
Validation prc-auc = 0.026836
Epoch 1751
Validation prc-auc = 0.027325
Epoch 1752
Validation prc-auc = 0.027590
Epoch 1753
Validation prc-auc = 0.028509
Epoch 1754
Loss = 4.3645e-03, PNorm = 158.5033, GNorm = 0.1535, lr_0 = 9.1298e-04
Loss = 4.4364e-04, PNorm = 158.5122, GNorm = 0.0529, lr_0 = 9.1296e-04
Validation prc-auc = 0.029663
Epoch 1755
Validation prc-auc = 0.030147
Epoch 1756
Validation prc-auc = 0.030201
Epoch 1757
Validation prc-auc = 0.030639
Epoch 1758
Validation prc-auc = 0.030966
Epoch 1759
Loss = 2.6177e-03, PNorm = 158.6009, GNorm = 0.1124, lr_0 = 9.1275e-04
Validation prc-auc = 0.031317
Epoch 1760
Validation prc-auc = 0.031129
Epoch 1761
Validation prc-auc = 0.032120
Epoch 1762
Validation prc-auc = 0.032360
Epoch 1763
Validation prc-auc = 0.032620
Epoch 1764
Loss = 2.2643e-03, PNorm = 158.6595, GNorm = 0.0741, lr_0 = 9.1251e-04
Validation prc-auc = 0.031905
Epoch 1765
Validation prc-auc = 0.031294
Epoch 1766
Validation prc-auc = 0.031033
Epoch 1767
Validation prc-auc = 0.030787
Epoch 1768
Loss = 4.5731e-02, PNorm = 158.7069, GNorm = 1.4343, lr_0 = 9.1230e-04
Loss = 3.8969e-04, PNorm = 158.7092, GNorm = 0.0246, lr_0 = 9.1228e-04
Validation prc-auc = 0.030717
Epoch 1769
Validation prc-auc = 0.030793
Epoch 1770
Validation prc-auc = 0.030742
Epoch 1771
Validation prc-auc = 0.030642
Epoch 1772
Validation prc-auc = 0.030778
Epoch 1773
Loss = 4.9089e-04, PNorm = 158.7335, GNorm = 0.0248, lr_0 = 9.1206e-04
Loss = 1.8656e-05, PNorm = 158.7346, GNorm = 0.0019, lr_0 = 9.1204e-04
Validation prc-auc = 0.030732
Epoch 1774
Validation prc-auc = 0.030603
Epoch 1775
Validation prc-auc = 0.030882
Epoch 1776
Validation prc-auc = 0.031154
Epoch 1777
Validation prc-auc = 0.031210
Epoch 1778
Loss = 3.6633e-04, PNorm = 158.7533, GNorm = 0.0196, lr_0 = 9.1183e-04
Validation prc-auc = 0.031028
Epoch 1779
Validation prc-auc = 0.031433
Epoch 1780
Validation prc-auc = 0.031572
Epoch 1781
Validation prc-auc = 0.031623
Epoch 1782
Validation prc-auc = 0.031479
Epoch 1783
Loss = 1.6336e-04, PNorm = 158.7831, GNorm = 0.0094, lr_0 = 9.1159e-04
Validation prc-auc = 0.031501
Epoch 1784
Validation prc-auc = 0.031335
Epoch 1785
Validation prc-auc = 0.031254
Epoch 1786
Validation prc-auc = 0.031313
Epoch 1787
Loss = 4.2114e-04, PNorm = 158.8009, GNorm = 0.0131, lr_0 = 9.1138e-04
Loss = 1.2795e-05, PNorm = 158.8018, GNorm = 0.0012, lr_0 = 9.1136e-04
Validation prc-auc = 0.031158
Epoch 1788
Validation prc-auc = 0.031131
Epoch 1789
Validation prc-auc = 0.026749
Epoch 1790
Validation prc-auc = 0.024427
Epoch 1791
Validation prc-auc = 0.023852
Epoch 1792
Loss = 1.2997e-01, PNorm = 158.8186, GNorm = 3.0952, lr_0 = 9.1115e-04
Validation prc-auc = 0.025522
Epoch 1793
Validation prc-auc = 0.027153
Epoch 1794
Validation prc-auc = 0.027706
Epoch 1795
Validation prc-auc = 0.028080
Epoch 1796
Validation prc-auc = 0.028385
Epoch 1797
Loss = 2.0011e-04, PNorm = 158.8687, GNorm = 0.0096, lr_0 = 9.1091e-04
Validation prc-auc = 0.028392
Epoch 1798
Validation prc-auc = 0.028502
Epoch 1799
Validation prc-auc = 0.028623
Epoch 1800
Validation prc-auc = 0.028594
Epoch 1801
Loss = 1.5434e-03, PNorm = 158.8929, GNorm = 0.1807, lr_0 = 9.1070e-04
Loss = 6.4173e-06, PNorm = 158.8941, GNorm = 0.0008, lr_0 = 9.1068e-04
Validation prc-auc = 0.028599
Epoch 1802
Validation prc-auc = 0.029091
Epoch 1803
Validation prc-auc = 0.029611
Epoch 1804
Validation prc-auc = 0.030133
Epoch 1805
Validation prc-auc = 0.030220
Epoch 1806
Loss = 4.4465e-04, PNorm = 158.9107, GNorm = 0.0030, lr_0 = 9.1046e-04
Loss = 9.0002e-06, PNorm = 158.9119, GNorm = 0.0009, lr_0 = 9.1044e-04
Validation prc-auc = 0.030487
Epoch 1807
Validation prc-auc = 0.030411
Epoch 1808
Validation prc-auc = 0.030448
Epoch 1809
Validation prc-auc = 0.030404
Epoch 1810
Validation prc-auc = 0.030171
Epoch 1811
Loss = 1.0212e-04, PNorm = 158.9311, GNorm = 0.0071, lr_0 = 9.1023e-04
Validation prc-auc = 0.030109
Epoch 1812
Validation prc-auc = 0.029966
Epoch 1813
Validation prc-auc = 0.029927
Epoch 1814
Validation prc-auc = 0.030143
Epoch 1815
Validation prc-auc = 0.030072
Epoch 1816
Loss = 4.4091e-04, PNorm = 158.9648, GNorm = 0.0231, lr_0 = 9.0999e-04
Validation prc-auc = 0.029957
Epoch 1817
Validation prc-auc = 0.029916
Epoch 1818
Validation prc-auc = 0.029864
Epoch 1819
Validation prc-auc = 0.030075
Epoch 1820
Loss = 9.0114e-05, PNorm = 158.9908, GNorm = 0.0029, lr_0 = 9.0978e-04
Loss = 9.1568e-05, PNorm = 158.9929, GNorm = 0.0067, lr_0 = 9.0976e-04
Validation prc-auc = 0.030396
Epoch 1821
Validation prc-auc = 0.030643
Epoch 1822
Validation prc-auc = 0.031015
Epoch 1823
Validation prc-auc = 0.031378
Epoch 1824
Validation prc-auc = 0.031633
Epoch 1825
Loss = 1.1117e-03, PNorm = 159.0202, GNorm = 0.1144, lr_0 = 9.0955e-04
Validation prc-auc = 0.031946
Epoch 1826
Validation prc-auc = 0.031125
Epoch 1827
Validation prc-auc = 0.030176
Epoch 1828
Validation prc-auc = 0.029718
Epoch 1829
Validation prc-auc = 0.029155
Epoch 1830
Loss = 2.5205e-04, PNorm = 159.0507, GNorm = 0.0110, lr_0 = 9.0931e-04
Validation prc-auc = 0.028892
Epoch 1831
Validation prc-auc = 0.028815
Epoch 1832
Validation prc-auc = 0.029364
Epoch 1833
Validation prc-auc = 0.029754
Epoch 1834
Loss = 9.4467e-05, PNorm = 159.0760, GNorm = 0.0079, lr_0 = 9.0910e-04
Loss = 1.6530e-05, PNorm = 159.0790, GNorm = 0.0018, lr_0 = 9.0909e-04
Validation prc-auc = 0.029986
Epoch 1835
Validation prc-auc = 0.030161
Epoch 1836
Validation prc-auc = 0.030463
Epoch 1837
Validation prc-auc = 0.030462
Epoch 1838
Validation prc-auc = 0.030940
Epoch 1839
Loss = 2.4549e-04, PNorm = 159.1097, GNorm = 0.0111, lr_0 = 9.0886e-04
Loss = 2.8450e-05, PNorm = 159.1119, GNorm = 0.0022, lr_0 = 9.0884e-04
Validation prc-auc = 0.030400
Epoch 1840
Validation prc-auc = 0.030204
Epoch 1841
Validation prc-auc = 0.030152
Epoch 1842
Validation prc-auc = 0.029816
Epoch 1843
Validation prc-auc = 0.029742
Epoch 1844
Loss = 5.9717e-03, PNorm = 159.1382, GNorm = 0.2486, lr_0 = 9.0863e-04
Validation prc-auc = 0.029577
Epoch 1845
Validation prc-auc = 0.029364
Epoch 1846
Validation prc-auc = 0.029408
Epoch 1847
Validation prc-auc = 0.030167
Epoch 1848
Validation prc-auc = 0.030459
Epoch 1849
Loss = 4.2567e-05, PNorm = 159.2023, GNorm = 0.0026, lr_0 = 9.0839e-04
Validation prc-auc = 0.030917
Epoch 1850
Validation prc-auc = 0.031221
Epoch 1851
Validation prc-auc = 0.031306
Epoch 1852
Validation prc-auc = 0.031338
Epoch 1853
Loss = 1.0399e-03, PNorm = 159.2375, GNorm = 0.1895, lr_0 = 9.0818e-04
Loss = 8.1459e-07, PNorm = 159.2390, GNorm = 0.0001, lr_0 = 9.0817e-04
Validation prc-auc = 0.030987
Epoch 1854
Validation prc-auc = 0.030502
Epoch 1855
Validation prc-auc = 0.030760
Epoch 1856
Validation prc-auc = 0.030684
Epoch 1857
Validation prc-auc = 0.030687
Epoch 1858
Loss = 5.0939e-04, PNorm = 159.2666, GNorm = 0.0250, lr_0 = 9.0794e-04
Validation prc-auc = 0.030770
Epoch 1859
Validation prc-auc = 0.030664
Epoch 1860
Validation prc-auc = 0.030588
Epoch 1861
Validation prc-auc = 0.030336
Epoch 1862
Validation prc-auc = 0.030228
Epoch 1863
Loss = 1.6142e-04, PNorm = 159.3151, GNorm = 0.0150, lr_0 = 9.0772e-04
Validation prc-auc = 0.029784
Epoch 1864
Validation prc-auc = 0.029581
Epoch 1865
Validation prc-auc = 0.029444
Epoch 1866
Validation prc-auc = 0.029411
Epoch 1867
Loss = 9.5891e-02, PNorm = 159.3390, GNorm = 2.4566, lr_0 = 9.0751e-04
Loss = 8.6623e-06, PNorm = 159.3402, GNorm = 0.0011, lr_0 = 9.0749e-04
Validation prc-auc = 0.028981
Epoch 1868
Validation prc-auc = 0.028076
Epoch 1869
Validation prc-auc = 0.027408
Epoch 1870
Validation prc-auc = 0.027315
Epoch 1871
Validation prc-auc = 0.026298
Epoch 1872
Loss = 1.8467e-03, PNorm = 159.4046, GNorm = 0.0185, lr_0 = 9.0727e-04
Loss = 1.2159e-04, PNorm = 159.4112, GNorm = 0.0117, lr_0 = 9.0725e-04
Validation prc-auc = 0.025905
Epoch 1873
Validation prc-auc = 0.025625
Epoch 1874
Validation prc-auc = 0.025463
Epoch 1875
Validation prc-auc = 0.025405
Epoch 1876
Validation prc-auc = 0.025447
Epoch 1877
Loss = 1.3568e-04, PNorm = 159.4702, GNorm = 0.0087, lr_0 = 9.0704e-04
Validation prc-auc = 0.025660
Epoch 1878
Validation prc-auc = 0.025819
Epoch 1879
Validation prc-auc = 0.025881
Epoch 1880
Validation prc-auc = 0.025988
Epoch 1881
Validation prc-auc = 0.026177
Epoch 1882
Loss = 7.3532e-02, PNorm = 159.5124, GNorm = 1.1205, lr_0 = 9.0680e-04
Validation prc-auc = 0.026099
Epoch 1883
Validation prc-auc = 0.025904
Epoch 1884
Validation prc-auc = 0.025547
Epoch 1885
Validation prc-auc = 0.025709
Epoch 1886
Loss = 4.5673e-02, PNorm = 159.5945, GNorm = 1.7949, lr_0 = 9.0659e-04
Loss = 1.4682e-05, PNorm = 159.6062, GNorm = 0.0014, lr_0 = 9.0657e-04
Validation prc-auc = 0.025775
Epoch 1887
Validation prc-auc = 0.025691
Epoch 1888
Validation prc-auc = 0.025198
Epoch 1889
Validation prc-auc = 0.027164
Epoch 1890
Validation prc-auc = 0.029550
Epoch 1891
Loss = 8.3870e-03, PNorm = 159.7634, GNorm = 0.8572, lr_0 = 9.0635e-04
Validation prc-auc = 0.028981
Epoch 1892
Validation prc-auc = 0.028401
Epoch 1893
Validation prc-auc = 0.028236
Epoch 1894
Validation prc-auc = 0.028428
Epoch 1895
Validation prc-auc = 0.029058
Epoch 1896
Loss = 7.1379e-03, PNorm = 159.9238, GNorm = 0.2154, lr_0 = 9.0612e-04
Validation prc-auc = 0.029495
Epoch 1897
Validation prc-auc = 0.029856
Epoch 1898
Validation prc-auc = 0.030121
Epoch 1899
Validation prc-auc = 0.030119
Epoch 1900
Loss = 1.9562e-02, PNorm = 160.0101, GNorm = 0.0106, lr_0 = 9.0592e-04
Loss = 8.8840e-04, PNorm = 160.0141, GNorm = 0.0557, lr_0 = 9.0590e-04
Validation prc-auc = 0.030470
Epoch 1901
Validation prc-auc = 0.030657
Epoch 1902
Validation prc-auc = 0.030916
Epoch 1903
Validation prc-auc = 0.031172
Epoch 1904
Validation prc-auc = 0.032148
Epoch 1905
Loss = 7.1393e-03, PNorm = 160.0561, GNorm = 0.0884, lr_0 = 9.0567e-04
Loss = 3.9736e-08, PNorm = 160.0588, GNorm = 0.0000, lr_0 = 9.0566e-04
Validation prc-auc = 0.032720
Epoch 1906
Validation prc-auc = 0.033552
Epoch 1907
Validation prc-auc = 0.034105
Epoch 1908
Validation prc-auc = 0.034151
Epoch 1909
Validation prc-auc = 0.033931
Epoch 1910
Loss = 2.4912e-03, PNorm = 160.0965, GNorm = 0.2047, lr_0 = 9.0545e-04
Validation prc-auc = 0.034243
Epoch 1911
Validation prc-auc = 0.033471
Epoch 1912
Validation prc-auc = 0.032147
Epoch 1913
Validation prc-auc = 0.031433
Epoch 1914
Validation prc-auc = 0.030867
Epoch 1915
Loss = 3.2731e-04, PNorm = 160.1330, GNorm = 0.0179, lr_0 = 9.0521e-04
Validation prc-auc = 0.030592
Epoch 1916
Validation prc-auc = 0.030442
Epoch 1917
Validation prc-auc = 0.030432
Epoch 1918
Validation prc-auc = 0.030278
Epoch 1919
Loss = 2.7372e-04, PNorm = 160.1601, GNorm = 0.0368, lr_0 = 9.0500e-04
Loss = 1.1356e-02, PNorm = 160.1620, GNorm = 0.6962, lr_0 = 9.0498e-04
Validation prc-auc = 0.029911
Epoch 1920
Validation prc-auc = 0.029657
Epoch 1921
Validation prc-auc = 0.029156
Epoch 1922
Validation prc-auc = 0.028748
Epoch 1923
Validation prc-auc = 0.029662
Epoch 1924
Loss = 5.3625e-02, PNorm = 160.2245, GNorm = 3.7597, lr_0 = 9.0476e-04
Validation prc-auc = 0.031882
Epoch 1925
Validation prc-auc = 0.033509
Epoch 1926
Validation prc-auc = 0.030444
Epoch 1927
Validation prc-auc = 0.028511
Epoch 1928
Validation prc-auc = 0.028841
Epoch 1929
Loss = 2.1144e-01, PNorm = 160.6723, GNorm = 3.1485, lr_0 = 9.0454e-04
Validation prc-auc = 0.028704
Epoch 1930
Validation prc-auc = 0.028839
Epoch 1931
Validation prc-auc = 0.030003
Epoch 1932
Validation prc-auc = 0.030038
Epoch 1933
Loss = 2.4481e-02, PNorm = 161.0357, GNorm = 0.8719, lr_0 = 9.0431e-04
Validation prc-auc = 0.030006
Epoch 1934
Validation prc-auc = 0.029347
Epoch 1935
Validation prc-auc = 0.029159
Epoch 1936
Validation prc-auc = 0.029653
Epoch 1937
Validation prc-auc = 0.030654
Epoch 1938
Loss = 8.6823e-03, PNorm = 161.2471, GNorm = 0.2518, lr_0 = 9.0409e-04
Loss = 1.6748e-02, PNorm = 161.2610, GNorm = 0.6575, lr_0 = 9.0407e-04
Validation prc-auc = 0.031731
Epoch 1939
Validation prc-auc = 0.032510
Epoch 1940
Validation prc-auc = 0.033909
Epoch 1941
Validation prc-auc = 0.033708
Epoch 1942
Validation prc-auc = 0.033370
Epoch 1943
Loss = 1.1765e-01, PNorm = 161.4215, GNorm = 1.6121, lr_0 = 9.0386e-04
Validation prc-auc = 0.032784
Epoch 1944
Validation prc-auc = 0.032624
Epoch 1945
Validation prc-auc = 0.033171
Epoch 1946
Validation prc-auc = 0.033705
Epoch 1947
Validation prc-auc = 0.034091
Epoch 1948
Loss = 4.2883e-03, PNorm = 161.5510, GNorm = 0.6082, lr_0 = 9.0362e-04
Validation prc-auc = 0.034154
Epoch 1949
Validation prc-auc = 0.033881
Epoch 1950
Validation prc-auc = 0.033575
Epoch 1951
Validation prc-auc = 0.035521
Epoch 1952
Loss = 2.4205e-04, PNorm = 161.6384, GNorm = 0.0198, lr_0 = 9.0341e-04
Loss = 2.3364e-05, PNorm = 161.6456, GNorm = 0.0025, lr_0 = 9.0340e-04
Validation prc-auc = 0.037466
Epoch 1953
Validation prc-auc = 0.039271
Epoch 1954
Validation prc-auc = 0.039983
Epoch 1955
Validation prc-auc = 0.040160
Epoch 1956
Validation prc-auc = 0.039163
Epoch 1957
Loss = 1.5221e-01, PNorm = 161.7789, GNorm = 5.5295, lr_0 = 9.0317e-04
Loss = 1.0610e-04, PNorm = 161.8171, GNorm = 0.0128, lr_0 = 9.0316e-04
Validation prc-auc = 0.033845
Epoch 1958
Validation prc-auc = 0.025769
Epoch 1959
Validation prc-auc = 0.022301
Epoch 1960
Validation prc-auc = 0.023105
Epoch 1961
Validation prc-auc = 0.025315
Epoch 1962
Loss = 1.0121e-01, PNorm = 162.6994, GNorm = 1.7258, lr_0 = 9.0295e-04
Validation prc-auc = 0.026580
Epoch 1963
Validation prc-auc = 0.026351
Epoch 1964
Validation prc-auc = 0.025985
Epoch 1965
Validation prc-auc = 0.025859
Epoch 1966
Loss = 5.6898e-02, PNorm = 163.4495, GNorm = 1.0505, lr_0 = 9.0273e-04
Validation prc-auc = 0.026976
Epoch 1967
Validation prc-auc = 0.028732
Epoch 1968
Validation prc-auc = 0.030295
Epoch 1969
Validation prc-auc = 0.030697
Epoch 1970
Validation prc-auc = 0.028871
Epoch 1971
Loss = 1.6982e-02, PNorm = 163.7954, GNorm = 0.1877, lr_0 = 9.0250e-04
Loss = 2.3880e-05, PNorm = 163.8146, GNorm = 0.0028, lr_0 = 9.0249e-04
Validation prc-auc = 0.027997
Epoch 1972
Validation prc-auc = 0.028239
Epoch 1973
Validation prc-auc = 0.028336
Epoch 1974
Validation prc-auc = 0.029551
Epoch 1975
Validation prc-auc = 0.029977
Epoch 1976
Loss = 9.3564e-03, PNorm = 163.9942, GNorm = 0.2762, lr_0 = 9.0228e-04
Validation prc-auc = 0.030529
Epoch 1977
Validation prc-auc = 0.030213
Epoch 1978
Validation prc-auc = 0.030455
Epoch 1979
Validation prc-auc = 0.030868
Epoch 1980
Validation prc-auc = 0.031056
Epoch 1981
Loss = 1.0266e-02, PNorm = 164.1780, GNorm = 0.5487, lr_0 = 9.0204e-04
Validation prc-auc = 0.032017
Epoch 1982
Validation prc-auc = 0.030506
Epoch 1983
Validation prc-auc = 0.029802
Epoch 1984
Validation prc-auc = 0.029084
Epoch 1985
Loss = 3.0508e-02, PNorm = 164.3248, GNorm = 0.5845, lr_0 = 9.0183e-04
Loss = 1.7919e-01, PNorm = 164.3426, GNorm = 2.5061, lr_0 = 9.0181e-04
Validation prc-auc = 0.029460
Epoch 1986
Validation prc-auc = 0.029983
Epoch 1987
Validation prc-auc = 0.028791
Epoch 1988
Validation prc-auc = 0.027989
Epoch 1989
Validation prc-auc = 0.028351
Epoch 1990
Loss = 1.5878e-02, PNorm = 164.5995, GNorm = 0.4186, lr_0 = 9.0159e-04
Loss = 9.6394e-03, PNorm = 164.6160, GNorm = 0.5454, lr_0 = 9.0157e-04
Validation prc-auc = 0.028011
Epoch 1991
Validation prc-auc = 0.028438
Epoch 1992
Validation prc-auc = 0.030008
Epoch 1993
Validation prc-auc = 0.029122
Epoch 1994
Validation prc-auc = 0.028129
Epoch 1995
Loss = 1.3991e-03, PNorm = 164.7762, GNorm = 0.0654, lr_0 = 9.0137e-04
Validation prc-auc = 0.026763
Epoch 1996
Validation prc-auc = 0.025779
Epoch 1997
Validation prc-auc = 0.026450
Epoch 1998
Validation prc-auc = 0.027716
Epoch 1999
Loss = 9.6234e-03, PNorm = 164.9053, GNorm = 0.2566, lr_0 = 9.0114e-04
Validation prc-auc = 0.028043
Model 0 best validation prc-auc = 0.051539 on epoch 35
Loading pretrained parameter "encoder.encoder.0.cached_zero_vector".
Loading pretrained parameter "encoder.encoder.0.W_i.weight".
Loading pretrained parameter "encoder.encoder.0.W_h.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.bias".
Loading pretrained parameter "ffn.1.weight".
Loading pretrained parameter "ffn.1.bias".
Loading pretrained parameter "ffn.4.weight".
Loading pretrained parameter "ffn.4.bias".
Loading pretrained parameter "ffn.7.weight".
Loading pretrained parameter "ffn.7.bias".
Moving model to cuda
Model 0 test prc-auc = 0.024374
Ensemble test prc-auc = 0.024374
10-fold cross validation
	Seed 0 ==> test prc-auc = 0.030667
	Seed 1 ==> test prc-auc = 0.032938
	Seed 2 ==> test prc-auc = 0.027766
	Seed 3 ==> test prc-auc = 0.027436
	Seed 4 ==> test prc-auc = 0.023259
	Seed 5 ==> test prc-auc = 0.023858
	Seed 6 ==> test prc-auc = 0.026714
	Seed 7 ==> test prc-auc = 0.028825
	Seed 8 ==> test prc-auc = 0.029259
	Seed 9 ==> test prc-auc = 0.024374
Overall test prc-auc = 0.027510 +/- 0.002935
Elapsed time = 4:23:07
